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  <front>
    <journal-meta>
      <journal-id journal-id-type="publisher-id">gep</journal-id>
      <journal-title-group>
        <journal-title>Journal of Geoscience and Environment Protection</journal-title>
      </journal-title-group>
      <issn pub-type="epub">2327-4344</issn>
      <issn pub-type="ppub">2327-4336</issn>
      <publisher>
        <publisher-name>Scientific Research Publishing</publisher-name>
      </publisher>
    </journal-meta>
    <article-meta>
      <article-id pub-id-type="doi">10.4236/gep.2025.1311011</article-id>
      <article-id pub-id-type="publisher-id">gep-147426</article-id>
      <article-categories>
        <subj-group>
          <subject>Article</subject>
        </subj-group>
        <subj-group>
          <subject>Earth</subject>
          <subject>Environmental Sciences</subject>
        </subj-group>
      </article-categories>
      <title-group>
        <article-title>Relationship between the Quasi-Biennial Oscillations and Surface Air Temperature over Southern Africa during Early Austral Spring</article-title>
      </title-group>
      <contrib-group>
        <contrib contrib-type="author">
          <name name-style="western">
            <surname>Mngale</surname>
            <given-names>Dorah John</given-names>
          </name>
          <xref ref-type="aff" rid="aff1">1</xref>
          <xref ref-type="aff" rid="aff2">2</xref>
        </contrib>
        <contrib contrib-type="author">
          <name name-style="western">
            <surname>Wang</surname>
            <given-names>Rongjun</given-names>
          </name>
          <xref ref-type="aff" rid="aff1">1</xref>
        </contrib>
        <contrib contrib-type="author">
          <name name-style="western">
            <surname>Madundo</surname>
            <given-names>Albert</given-names>
          </name>
          <xref ref-type="aff" rid="aff1">1</xref>
          <xref ref-type="aff" rid="aff2">2</xref>
        </contrib>
        <contrib contrib-type="author">
          <name name-style="western">
            <surname>Igenge</surname>
            <given-names>Alex</given-names>
          </name>
          <xref ref-type="aff" rid="aff1">1</xref>
          <xref ref-type="aff" rid="aff2">2</xref>
        </contrib>
      </contrib-group>
      <aff id="aff1"><label>1</label> Key Laboratory of Meteorological Disaster of the Ministry of Education, School of Atmospheric Sciences, Nanjing University of Information Science and Technology, Nanjing, China </aff>
      <aff id="aff2"><label>2</label> Tanzania Meteorological Authority (TMA), Central Forecasting Office, Tanzania Meteorological Authority, Dar es Salaam, Tanzania </aff>
      <author-notes>
        <fn fn-type="conflict" id="fn-conflict">
          <p>The authors declare no conflicts of interest concerning the publication of this paper.</p>
        </fn>
      </author-notes>
      <pub-date pub-type="epub">
        <day>30</day>
        <month>10</month>
        <year>2025</year>
      </pub-date>
      <pub-date pub-type="collection">
        <month>10</month>
        <year>2025</year>
      </pub-date>
      <volume>13</volume>
      <issue>11</issue>
      <fpage>200</fpage>
      <lpage>215</lpage>
      <history>
        <date date-type="received">
          <day>22</day>
          <month>10</month>
          <year>2025</year>
        </date>
        <date date-type="accepted">
          <day>21</day>
          <month>11</month>
          <year>2025</year>
        </date>
        <date date-type="published">
          <day>24</day>
          <month>11</month>
          <year>2025</year>
        </date>
      </history>
      <permissions>
        <copyright-statement>© 2025 by the authors and Scientific Research Publishing Inc.</copyright-statement>
        <copyright-year>2025</copyright-year>
        <license license-type="open-access">
          <license-p> This article is an open access article distributed under the terms and conditions of the Creative Commons Attribution (CC BY) license ( <ext-link ext-link-type="uri" xlink:href="https://creativecommons.org/licenses/by/4.0/">https://creativecommons.org/licenses/by/4.0/</ext-link> ). </license-p>
        </license>
      </permissions>
      <self-uri content-type="doi" xlink:href="https://doi.org/10.4236/gep.2025.1311011">https://doi.org/10.4236/gep.2025.1311011</self-uri>
      <abstract>
        <p>The Quasi-Biennial Oscillation (QBO) is a dominant mode of interannual variability in the tropical stratosphere, known to influence global weather and climate patterns through stratosphere-troposphere coupling. While its impacts on the Northern Hemisphere are well-documented, its role in the Southern Hemisphere subtropical climate remains less explored. This study investigates the relationship between the QBO and September surface air temperature (SAT) over Southern Africa during the early austral spring from 1979 to 2021. We find that the QBO’s easterly phase (EQBO) at 50 hPa is associated with a significant dipole pattern in SAT, characterized by warming over southeastern Africa and cooling along the southwestern coastal area. Analysis reveals that this temperature pattern is driven by a coherent teleconnection pathway: the EQBO forces a quasi-barotropic geopotential height anomaly, which modulates vertical velocity, leading to enhanced convection and increased cloud cover over the cooling region and suppressed convection over the warming area. Outgoing Longwave Radiation data confirm this dipole in convective activity. A latitudinal-vertical cross-section demonstrates the descent of QBO-related wind anomalies into the subtropical troposphere, outlining the direct stratospheric pathway for this distant influence. Our results identify the QBO as a key stratospheric precursor for early spring temperature variability in Southern Africa, with important implications for improving regional seasonal forecasting.</p>
      </abstract>
      <kwd-group kwd-group-type="author-generated" xml:lang="en">
        <kwd>Quasi-Biennial Oscillation</kwd>
        <kwd>Southern Africa</kwd>
        <kwd>Surface Air Temperature</kwd>
        <kwd>Stratosphere-Troposphere Interaction</kwd>
      </kwd-group>
    </article-meta>
  </front>
  <body>
    <sec id="sec1">
      <title>1. Introduction</title>
      <p>Quasi-Biennial Oscillation (QBO) is the regular periodic phenomenon observed in the lower stratosphere (approximately 16 - 50 km), with a typical period of about 28 months, characterized by alternating phases of zonal winds over the equator, shifting between westerlies (WQBO) and easterlies (EQBO) ([<xref ref-type="bibr" rid="B1">1</xref>]; [<xref ref-type="bibr" rid="B3">3</xref>]; [<xref ref-type="bibr" rid="B2">2</xref>]; [<xref ref-type="bibr" rid="B4">4</xref>]; [<xref ref-type="bibr" rid="B12">12</xref>]). Initially discovered in the early 1960s, it is primarily driven by vertical momentum fluxes generated by a wide range of tropical waves that propagate upward from the troposphere ([<xref ref-type="bibr" rid="B4">4</xref>]; [<xref ref-type="bibr" rid="B19">19</xref>][<xref ref-type="bibr" rid="B18">18</xref>]; [<xref ref-type="bibr" rid="B9">9</xref>]; [<xref ref-type="bibr" rid="B23">23</xref>]). It is now recognized as a key mechanism coupling the stratosphere and troposphere, hence influencing weather and climate patterns through several distinct ways ([<xref ref-type="bibr" rid="B11">11</xref>]). </p>
      <p>QBO links zonal wind anomalies with temperature fields through thermal wind balance, modulating vertical wind shear, temperature, and static stability, thereby influencing convective activity and cloud formation in the tropics ([<xref ref-type="bibr" rid="B7">7</xref>]; [<xref ref-type="bibr" rid="B15">15</xref>]; [<xref ref-type="bibr" rid="B22">22</xref>]; [<xref ref-type="bibr" rid="B25">25</xref>]; [<xref ref-type="bibr" rid="B40">40</xref>]). The alternating WQBO and EQBO can subsequently influence tropospheric circulation systems, such as the subtropical high, thereby affecting regional precipitation and temperature patterns ([<xref ref-type="bibr" rid="B19">19</xref>][<xref ref-type="bibr" rid="B18">18</xref>]; [<xref ref-type="bibr" rid="B25">25</xref>]). For example, when easterly winds prevail at 50 hPa, the tropical tropopause becomes colder and higher, static stability decreases, convective activity intensifies, and cirrus cloud formation is enhanced as well ([<xref ref-type="bibr" rid="B22">22</xref>]; [<xref ref-type="bibr" rid="B25">25</xref>]; [<xref ref-type="bibr" rid="B40">40</xref>]). </p>
      <p>Depending on where the QBO is located, its impact occurs through three main routes. First is the polar route that modulates the strength of the stratospheric polar vortex, which then affects the tropospheric circulation, surface temperatures and pressure distributions ([<xref ref-type="bibr" rid="B4">4</xref>]; [<xref ref-type="bibr" rid="B24">24</xref>]; [<xref ref-type="bibr" rid="B26">26</xref>]; [<xref ref-type="bibr" rid="B27">27</xref>]; [<xref ref-type="bibr" rid="B32">32</xref>]; [<xref ref-type="bibr" rid="B35">35</xref>]). Second is the tropical route that alters the tropical tropopause temperatures and convection through induced meridional circulation and thermal wind balance changes ([<xref ref-type="bibr" rid="B7">7</xref>]; [<xref ref-type="bibr" rid="B10">10</xref>]; [<xref ref-type="bibr" rid="B16">16</xref>]; [<xref ref-type="bibr" rid="B22">22</xref>]; [<xref ref-type="bibr" rid="B34">34</xref>]). Last is the subtropical route that affects the subtropical jet and mid-latitude wave activity, linking the QBO signal to surface variations ([<xref ref-type="bibr" rid="B10">10</xref>]; [<xref ref-type="bibr" rid="B29">29</xref>]; [<xref ref-type="bibr" rid="B33">33</xref>]). These routes usually act together, making their individual impacts difficult to differentiate ([<xref ref-type="bibr" rid="B17">17</xref>]; [<xref ref-type="bibr" rid="B31">31</xref>]). Thus, there are multiple teleconnections between the QBO and the surface. </p>
      <p>Previous studies have investigated the impact of the QBO index across different pressure levels according to specific study objectives; however, no consensus has been established on the level that best represents the QBO ([<xref ref-type="bibr" rid="B12">12</xref>]; [<xref ref-type="bibr" rid="B20">20</xref>]; [<xref ref-type="bibr" rid="B21">21</xref>]; [<xref ref-type="bibr" rid="B39">39</xref>]). Over South Asia, QBO signals at 20, 30, and 50 hPa induce June temperature anomalies opposite in sign to those associated with the 70 hPa level, with the weakest and statistically insignificant response observed at 50 hPa ([<xref ref-type="bibr" rid="B25">25</xref>]). During EQBO (WQBO) phases at 20 and 30 hPa, northern and central South Asia exhibit anomalously high (low) June temperatures, with inter-phase differences exceeding 1.2˚C ([<xref ref-type="bibr" rid="B25">25</xref>]). However, compared to the Northern Hemisphere, the role of the QBO in Southern Hemisphere subtropical climate, particularly over Southern Africa (SA), remains less explored, despite evidence of its far-reaching influence ([<xref ref-type="bibr" rid="B12">12</xref>]). This raises an important question: does the QBO similarly modulate surface air temperature (SAT) over SA? To address this, the present study investigates the relationship between the 50 hPa QBO and September 2-meter temperature (T2m) across SA and associated physical mechanisms that transmit this stratospheric signal to the surface. We concentrate on September simply because the intra-seasonal climate variability during this period, particularly thermal regimes, serves as the principal determinant for agricultural decision-making at the onset of the cropping season. The cumulative heat units and the incidence of extreme temperatures in this period directly regulate the planting date, a non-compensable factor that establishes the ceiling for potential yield by governing phenological development and ultimately dictating seasonal productivity and farm-level food security </p>
    </sec>
    <sec id="sec2">
      <title>2. Data and Methods</title>
      <p>Our study area spans over SA comprising southeastern Africa (SEA) (10˚S-25˚S, 20˚E-35˚E) and southwestern coastal (SWC) area (20˚S-35˚S, 15˚E-20˚E). In this study, we used data from multiple sources including European Centre for Medium-Range Weather Forecasts (ECMWF) Reanalysis 5th Generation (ERA5) and Hadley Centre of U.K. Met. Office (HadISST). ERA5 is monthly reanalysis data at 17 standard pressure levels, ranging from 1000 to 10 hPa. Parameters obtained from ERA5 include zonal wind, meridional wind, 2-meter SAT, geopotential height, vertical velocity, and cloud cover ([<xref ref-type="bibr" rid="B8">8</xref>]; [<xref ref-type="bibr" rid="B37">37</xref>]). Outgoing longwave radiation (OLR) data were obtained from the National Oceanic and Atmospheric Administration (NOAA) at a resolution of 2.5˚ × 2.5˚ ([<xref ref-type="bibr" rid="B13">13</xref>]). Monthly sea surface temperature (SST) was obtained from HadISST ([<xref ref-type="bibr" rid="B28">28</xref>]). Except for OLR, all other datasets are provided on 1˚ × 1˚ grids. In general, the study analyzes monthly mean data for the period 1979-2021 (43 years). All datasets were regridded to a common 2.5˚ × 2.5˚ grid, and anomalies were computed relative to the 1979-2021 climatology for each grid point.</p>
      <p>We defined the climatological baseline as the mean over the entire study period. All subsequent anomaly values represent deviations from this 1979-2021 mean. Following [<xref ref-type="bibr" rid="B15">15</xref>], the monthly QBO index is defined as the zonal-mean zonal wind area averaged between 5˚S and 5˚N at 50 hPa. The 50 hPa level was selected because it is widely used in QBO-troposphere teleconnection studies (e.g., [<xref ref-type="bibr" rid="B12">12</xref>]; [<xref ref-type="bibr" rid="B19">19</xref>]) and represents a level where the QBO signal is strong and directly relevant to subtropical circulations modulations. In line with previous studies, we further employed a univariate linear regression to remove the influence of Indian Ocean Dipole (IOD) from the original datasets ([<xref ref-type="bibr" rid="B12">12</xref>]). IOD is a more direct and dominant driver of September climate variability over SA than El Niño-Southern Oscillation (ENSO) during the early spring (e.g., [<xref ref-type="bibr" rid="B6">6</xref>]). Therefore, we prioritized removing the IOD signal to isolate the QBO’s influence more cleanly. The IOD index was obtained from SST anomalies across the Indian Ocean, calculated as the difference between SST anomalies in the western (50˚E - 70˚E, 10˚S - 10˚N) and the eastern (90˚E - 110˚E, 0˚ - 10˚S) tropical regions ([<xref ref-type="bibr" rid="B30">30</xref>]). To isolate the effects of climate variability from long-term warming trends, the SST anomalies were detrended to remove the influence of basin-wide warming. A year was classified as a positive (negative) IOD event when the detrended SST anomaly was greater (smaller) than +0.5˚C (–0.5˚C); otherwise, it was considered a neutral year ([<xref ref-type="bibr" rid="B6">6</xref>]; [<xref ref-type="bibr" rid="B30">30</xref>]; [<xref ref-type="bibr" rid="B38">38</xref>]). </p>
      <p>A year was categorized as a WQBO (EQBO) year when the standardized QBO index in September was greater than 0.8 (less than −0.8) standard deviations during 1979-2021. This classification yields 12 years for each category: WQBO (1983, 1985, 1988, 1990, 1993, 1995, 1997, 1999, 2006, 2009, 2011, 2013) and EQBO (1979, 1984, 1992, 1994, 1996, 1998, 2001, 2003, 2005, 2007, 2012, 2018). Note that if the zonal wind at 70 hPa is chosen to define the QBO index, the conclusion remains unchanged. Based on this sorting, composite analyses were further conducted to determine how the two QBO phases influence the SAT over the region. In addition, we also calculated the correlation between the QBO index and the SAT. All statistical significance tests were computed using Student’s t-test. </p>
    </sec>
    <sec id="sec3">
      <title>3. Results and Discussion</title>
      <sec id="sec3dot1">
        <title>3.1. Relationship between QBO and SAT</title>
        <p>Our analysis reveals that the QBO is a significant driver of early spring SAT over SA. The correlation map between the 50 hPa QBO index and September 2-meter temperatures establishes a clear statistical link (<xref ref-type="fig" rid="fig1">Figure 1(a)</xref>). A coherent region of positive correlation is evident over the SWC area, while a negative correlation dominates SEA. This dipole pattern suggests that during the EQBO, SEA experiences warmer conditions, whereas the SWC area experiences cooler conditions. This dipole pattern is a robust feature evident in the composite analysis of all 12 EQBO years. While interannual variability is naturally present, the coherence of the pattern across the composite mean and its alignment with the significant correlation map in <xref ref-type="fig" rid="fig1">Figure 1(a)</xref> confirm that it represents a systematic response to the EQBO phase, rather than an artifact of a few outlier years. </p>
        <p>This statistical relationship is further substantiated by composite analyses, which illustrate the QBO’s distinct influence during its different phases. The EQBO composite (<xref ref-type="fig" rid="fig1">Figure 1(b)</xref>) confirms the presence of significant positive temperature anomalies over SEA and negative anomalies along the SWC. Conversely, during the WQBO (<xref ref-type="fig" rid="fig1">Figure 1(c)</xref>), the temperature anomalies are generally weaker and statistically insignificant over much of the region, which nevertheless confirms the same broad relationship observed in <xref ref-type="fig" rid="fig1">Figure 1(a)</xref>. The difference between the EQBO and WQBO composites effectively isolates the QBO’s specific influence, highlighting that the warming over SEA and the cooling over the SWC area are substantial and robust signals associated with the EQBO phase (<xref ref-type="fig" rid="fig1">Figure 1(d)</xref>). </p>
        <p>The observed surface temperature pattern can be understood as part of a dynamical chain reaction with downstream effects. One plausible mechanism which involves the QBO’s influence is the Southern Annular Mode (SAM), whereby during the EQBO phase, the unique wind structure in the tropical stratosphere refracts planetary waves, ultimately contributing to a weakening of the Antarctic stratospheric polar vortex ([<xref ref-type="bibr" rid="B4">4</xref>]). A weaker polar vortex often promotes a more negative phase of the SAM, which can alter pressure patterns and favor enhanced warm air advection over parts of SA, resulting in the </p>
        <fig id="fig1">
          <label>Figure 1</label>
          <graphic xlink:href="https://html.scirp.org/file/2173571-rId11.jpeg?20251208095219" />
        </fig>
        <p><bold>Figure 1</bold><bold>.</bold>(a) The correlation coefficient between 2-meter temperature (T2m) in Kelvin (K) and quasi-biennial oscillation (QBO) at 50 hPa in September. (b), (c), and (d) are T2m composite anomalies in September during EQBO, WQBO, EQBO-WQBO respectively. The dotted areas are those which are significant at the 95% confidence level.</p>
        <p>surface warming documented here ([<xref ref-type="bibr" rid="B35">35</xref>]). While this pathway is supported by established literature on stratosphere-troposphere coupling, a detailed analysis of the QBO-SAM relationship is beyond the scope of this study. Nonetheless, this pathway underscores that the QBO is not merely a tropical phenomenon but a key remote influencer of regional climate variability, highlighting the deep interconnections within the global atmospheric system ([<xref ref-type="bibr" rid="B12">12</xref>]). </p>
        <p>The sensitivity of regional surface climate to the QBO phase, as demonstrated in <xref ref-type="fig" rid="fig1">Figure 1</xref>, aligns with growing evidence that the QBO’s influence extends beyond the tropics into the subtropics and mid-latitudes, and can be sensitive to its vertical structure ([<xref ref-type="bibr" rid="B12">12</xref>]; [<xref ref-type="bibr" rid="B25">25</xref>]). Our findings thus identify the QBO as a previously overlooked stratospheric precursor for seasonal temperature variability over SA during the critical early spring season. </p>
      </sec>
      <sec id="sec3dot2">
        <title>3.2. Physical Mechanism Influencing the Relationship</title>
        <p>To explore the physical mechanism by which QBO influences September SAT in SA, we assessed: the horizontal wind circulation and geopotential height, vertical wind velocity, OLR, and cloud cover as presented below. <xref ref-type="fig" rid="fig2">Figure 2</xref> presents the composite differences in horizontal wind and geopotential height anomalies between EQBO and WQBO years at 50, 200, 500, and 850 hPa. The signal originates in the lower stratosphere, at the 50 hPa level, a pronounced dipole of geopotential height anomalies (<xref ref-type="fig" rid="fig2">Figure 2(a)</xref>). Negative geopotential height anomalies are centered over the equatorial (mid-latitude) region, characteristic of the thermal wind balance associated with the EQBO’s easterly (westerly) shear zone ([<xref ref-type="bibr" rid="B4">4</xref>]). Near these equatorial anomalies are nonsignificant positive geopotential height anomalies in the subtropics of the Southern Hemisphere. This anomalous wave-like pattern shows a quasi-barotropic vertical structure, propagating clearly downward through the tropospheric levels (<xref ref-type="fig" rid="fig2">Figures 2(b)-(d)</xref>). By the 850 hPa level (<xref ref-type="fig" rid="fig2">Figure 2(d)</xref>), the region of SEA (red box) is dominated by significant negative geopotential height anomalies, with a center of positive values situated over the southwestern Indian Ocean (SWIO). </p>
        <p>Correspondingly, anomalous easterly wind prevails in the deep tropics across the lower stratosphere, while anomalous westerlies border the subtropical ridges. This configuration suggests an alteration of the subtropical jet stream and a modulation of large-scale circulation patterns ([<xref ref-type="bibr" rid="B18">18</xref>]; [<xref ref-type="bibr" rid="B25">25</xref>]). The persistent positive geopotential height anomalies over and to the SEA during EQBO years link to the observed surface warming, as they are typically associated with sinking motion and adiabatic warming ([<xref ref-type="bibr" rid="B12">12</xref>]). This mechanism confirms the stratosphere-troposphere pathway for the QBO’s distant influence on the region. </p>
        <p>The thermodynamic link between the large-scale circulation and surface temperatures is further described by examining mid-tropospheric vertical motion. <xref ref-type="fig" rid="fig3">Figure 3</xref> presents the composite vertical velocity at 500 hPa for the (a) EQBO and </p>
        <fig id="fig2">
          <label>Figure 2</label>
          <graphic xlink:href="https://html.scirp.org/file/2173571-rId12.jpeg?20251208095220" />
        </fig>
        <p><bold>Figure 2</bold><bold>.</bold>Composite differences; wind in meter per second (vectors, ms<sup>−1</sup>) and geopotential height in geopotential-meter (shadings, gpm) anomalies between easterly phase (EQBO) and westerly phase (WBQO) at (a) 50 hPa, (b) 200 hPa, (c) 500 hPa, and (d) 850 hPa, respectively. Dotted areas and green vectors indicate anomalies that are significant at the 95% confidence level. The red box is the key area of study.</p>
        <p>(b) WQBO phases, along with (c) their difference (EQBO minus WQBO). In the mid-troposphere, EQBO (WQBO) corresponds to an anomalous negative (positive) vertical velocity over the SWC area which favors ascending motion (<xref ref-type="fig" rid="fig3">Figure 3(a)-(b)</xref>). The composite difference (<xref ref-type="fig" rid="fig3">Figure 3(c)</xref>) reveals a statistically significant dipole pattern in vertical velocity anomalies across SEA and the SWC area, which is characterized by pronounced negative anomalies which cause upward motion. This pattern is dynamically consistent with the geopotential height anomalies observed in <xref ref-type="fig" rid="fig2">Figure 2</xref>. The existence of negative geopotential height over the SWC area at 50 hPa creates a region of low (high) pressure during EQBO (WQBO) years. This anomalous low (high) pressure in the low stratosphere causes upper-level convergence, which then favors sinking motion leading to surface warming. This suppresses convection at the surface over SWA ([<xref ref-type="bibr" rid="B4">4</xref>]). </p>
        <p>This dipole in vertical motion provides a direct physical explanation for the surface temperature patterns described in <xref ref-type="fig" rid="fig1">Figure 1</xref>. The enhanced upward motion over the SWA area during EQBO favors increased cloud formation, which will block incoming solar radiation, which typically results in net cooling at the surface ([<xref ref-type="bibr" rid="B35">35</xref>]). Conversely, the descending motion over SEA suppresses cloud formation, allowing for greater incoming solar radiation, leading to warmer surface temperatures. The consistency between the geopotential height, vertical velocity, and temperature fields underscores a robust tropospheric pathway for the QBO’s influence. </p>
        <fig id="fig3">
          <label>Figure 3</label>
          <graphic xlink:href="https://html.scirp.org/file/2173571-rId14.jpeg?20251208095220" />
        </fig>
        <p><bold>Figure 3</bold><bold>.</bold>Composite 500 hPa vertical velocity in Pascal per second (Pas<sup>−1</sup>) for the (a) easterly phase (EQBO), (b) westerly phase (WBQO), and (c) the difference between EQBO and WQBO, respectively. Dotted areas are significant at 95% confidence level.</p>
        <p>The modulation of atmospheric convection and cloudiness by the QBO is quantitatively assessed through OLR, a reliable representation of deep convective activity and high-level cloud cover. At the surface, EQBO (WQBO) corresponds to an anomalous positive (negative) OLR over SEA, which favors lower-level divergence (convergence) (<xref ref-type="fig" rid="fig4">Figure 4(a)-(b)</xref>). Increased OLR is a well-established indicator of suppressed deep convection and decreased upper-level cloud cover ([<xref ref-type="bibr" rid="B25">25</xref>]). The increase (decrease) of OLR during EQBO in the SEA (SWC area) is a direct consequence of the dynamic forcing of sinking (rising), which stimulates divergence (convergence). This enhances (suppresses) latent heat release within these systems and contributes directly to the tropospheric warming (cooling) and the positive (negative) temperature anomalies observed at the surface ([<xref ref-type="bibr" rid="B35">35</xref>]). This OLR pattern provides critical evidence linking the QBO-driven circulation anomalies to changes in cloud and convection that ultimately drive the surface temperature response. </p>
        <fig id="fig4">
          <label>Figure 4</label>
          <graphic xlink:href="https://html.scirp.org/file/2173571-rId15.jpeg?20251208095220" />
        </fig>
        <p><bold>Figure 4</bold>. Composite outgoing longwave radiation in Watt per squared meter (Wm<sup>−2</sup>) for the (a) easterly phase (EQBO), (b) westerly phase (WBQO), and (c) the difference between EQBO and WQBO, respectively. Dotted areas are significant at 95% confidence level. </p>
        <p>A significant decrease in total cloud cover is observed over SEA during the EQBO (<xref ref-type="fig" rid="fig5">Figure 5(a)</xref>). This decrease in cloudiness directly explains the increased OLR values documented in <xref ref-type="fig" rid="fig4">Figure 4</xref>. Decreased cloud cover alters the local radiative budget by increasing the shortwave radiation (warming effect) ([<xref ref-type="bibr" rid="B14">14</xref>]). The co-location of decreased cloud cover (<xref ref-type="fig" rid="fig5">Figure 5(c)</xref>) and positive OLR anomalies (<xref ref-type="fig" rid="fig4">Figure 4(c)</xref>) forms a physically consistent and robust explanation that conclusively explains the mechanism behind the surface warming over the continental interior. </p>
        <fig id="fig5">
          <label>Figure 5</label>
          <graphic xlink:href="https://html.scirp.org/file/2173571-rId16.jpeg?20251208095221" />
        </fig>
        <p><bold>Figure 5</bold><bold>.</bold>Composite cloud cover in percentage (%) for the (a) easterly phase (EQBO), (b) westerly phase (WBQO), and (c) the difference between EQBO and WQBO, respectively. Dotted areas are significant at 95% confidence level.</p>
      </sec>
      <sec id="sec3dot3">
        <title>3.3. Latitudinal and Vertical Distribution of QBO over SA</title>
        <p>To consolidate the stratospheric initiation of the teleconnection and illustrate the vertical coupling into the troposphere, <xref ref-type="fig" rid="fig6">Figure 6</xref> shows the latitude-pressure cross-section of the zonal wind composite difference (EQBO minus WQBO), averaged over the longitudinal domain of SA (0˚E - 40˚E). The cross-section reveals the canonical QBO wind signal in the tropical lower stratosphere, with a core of significant easterly anomalies centered at the equator, consistent with the definition of the EQBO phase at 50 hPa ([<xref ref-type="bibr" rid="B4">4</xref>]). <xref ref-type="fig" rid="fig6">Figure 6</xref> demonstrates that this stratospheric anomaly is not confined to the tropics </p>
        <fig id="fig6">
          <label>Figure 6</label>
          <graphic xlink:href="https://html.scirp.org/file/2173571-rId17.jpeg?20251208095222" />
        </fig>
        <p><bold>Figure 6</bold><bold>.</bold>Composite difference of 50 hPa QBO and uwind (ms<sup>−1</sup>) during September for the (a) easterly phase (EQBO), (b) westerly phase (WBQO), and (c) the difference between EQBO and WQBO, respectively. Dotted areas are significant at 95% confidence level. Latitudinal values were averaged between 0˚E and 40˚E longitudes. </p>
        <p>but extends its influence both poleward and downward. A pronounced dipole pattern emerges, with the equatorial easterly anomalies bordered by significant westerly anomalies in the mid-latitudes. This meridional dipole structure descends from the stratosphere deep into the troposphere, creating a distinctive vertical wind shear pattern that reaches the mid-troposphere around 20˚S - 30˚S.</p>
        <p>This deep vertical structure is consistent with a mechanism whereby the QBO, by altering the background wind and thermal structure in the stratosphere, diverts planetary waves and modulates the subtropical tropospheric jet stream ([<xref ref-type="bibr" rid="B10">10</xref>]; [<xref ref-type="bibr" rid="B12">12</xref>]). The resulting anomalous circulation, characterized by the descending westerly margin over the subtropics, directly projects onto the tropospheric circulation over the African sector. Therefore, this cross-section confirms the existence of a coherent vertical pathway, establishing how the tropical QBO can distantly force the circulation, cloud, and temperature anomalies over SA during the early austral spring. </p>
      </sec>
    </sec>
    <sec id="sec4">
      <title>4. Conclusion</title>
      <p>This study provides conclusive evidence that the QBO is a significant driver of early austral spring SAT variability over SA. By analyzing the relationship between the 50 hPa QBO index and September climate fields, we have identified a clear teleconnection pathway that originates in the tropical stratosphere and projects onto regional tropospheric circulation. </p>
      <p>The key finding is a distinct dipole pattern in surface temperature response: EQBO is associated with significant warming over SEA and associated with cooling along the SWC. This pattern is not just a statistical artifact but is supported by a physical mechanism. The teleconnection is initiated by the QBO’s influence on the stratospheric circulation, which propagates downward and poleward, establishing as a quasi-barotropic wave-like pattern in geopotential height. This results in an anomalous anticyclonic circulation over the SWIO, which in turn drives a dipole in vertical velocity, enhancing sinking and divergence over SEA and promoting ascent over the SWC area. The thermodynamic implications of this circulation anomaly are clear. The region of enhanced upward motion exhibits reduced OLR and a significant increase in total cloud cover, confirming strengthened convective activity. This provides the direct physical link to the cooling observed over SWC area. Conversely, the suppressed convection and clearer skies under the subsidence branch explain the warming signal along the SEA. </p>
      <p>Our results are consistent with the broader understanding of QBO teleconnections that its influence extends effectively into the Southern Hemisphere subtropics ([<xref ref-type="bibr" rid="B12">12</xref>]). The vertical cross-section of zonal wind anomalies confirms the deep coupling from the equatorial stratosphere into the subtropical troposphere over Africa, illustrating the viability of this pathway. </p>
      <p>In summary, this work identifies the QBO as a previously overlooked stratospheric precursor for seasonal temperature variability in SA during September. The intra-seasonal climate variability during September, particularly thermal regimes, serves as the principal determinant for agricultural decision-making at the onset of the cropping season. The cumulative heat units and the incidence of extreme temperatures in this period directly regulate the planting date, a non-compensable factor that establishes the ceiling for potential yield by governing phenological development and ultimately dictating seasonal productivity and farm-level food security. Incorporating the state of the QBO into seasonal prediction models could potentially enhance the skill of early spring temperature outlooks, with valuable applications for sectors such as agriculture and water resource management. For instance, more reliable temperature forecasts could directly inform the timing of planting dates for key crops (e.g., maize), helping to avoid heat stress during critical germination stages and supporting yield potential. Furthermore, anticipating warm and dry conditions associated with the identified SAT patterns can improve seasonal water demand forecasts, guiding reservoir management and irrigation planning to enhance water-use efficiency and food security at the farm level. Our study relies on reanalysis data and uses linear methods to remove the influence of other climate modes, which may not capture non-linear interactions. Future work will incorporate model experiments and non-linear methods to confirm its potential interactions with other major modes of climate variability, such as the ENSO and the SAM. </p>
    </sec>
    <sec id="sec5">
      <title>Acknowledgements</title>
      <p>I would like to thank the Government of China, particularly the Ministry of Commerce of China (MOFCOM), for the opportunity to pursue my studies and for sponsorship. I also appreciate the Government of Tanzania and the Tanzania Meteorological Authority (TMA) for their support of my studies. Lastly, I would like to thank ECMWF-ERA5 and NOAA for making their data available. </p>
    </sec>
  </body>
  <back>
    <ref-list>
      <title>References</title>
      <ref id="B1">
        <label>1.</label>
        <citation-alternatives>
          <mixed-citation publication-type="journal">Angell, J. K., &amp; Korshover, J. (1964). Quasi-Biennial Variations in Temperature, Total Ozone, and Tropopause Height. <italic>Journal</italic><italic>of</italic><italic>the</italic><italic>Atmospheric</italic><italic>Sciences,</italic><italic>21,</italic> 479-492. https://doi.org/10.1175/1520-0469(1964)021&lt;0479:qbvitt&gt;2.0.co;2 <pub-id pub-id-type="doi">10.1175/1520-0469(1964)021&lt;0479:qbvitt&gt;2.0.co;2</pub-id><ext-link ext-link-type="uri" xlink:href="https://doi.org/10.1175/1520-0469(1964)021%3C0479:qbvitt%3E2.0.co;2">https://doi.org/10.1175/1520-0469(1964)021&lt;0479:qbvitt&gt;2.0.co;2</ext-link></mixed-citation>
          <element-citation publication-type="journal">
            <person-group person-group-type="author">
              <string-name>Angell, J.</string-name>
              <string-name>Korshover, J.</string-name>
              <string-name>Temperature, T</string-name>
            </person-group>
            <year>1964</year>
            <volume>0469</volume>
            <issue>1964</issue>
            <pub-id pub-id-type="doi">10.1175/1520-0469(1964)021&lt;0479:qbvitt&gt;2.0.co;2</pub-id>
          </element-citation>
        </citation-alternatives>
      </ref>
      <ref id="B2">
        <label>2.</label>
        <citation-alternatives>
          <mixed-citation publication-type="journal">Anstey, J. A., &amp; Shepherd, T. G. (2014). High‐latitude Influence of the Quasi‐biennial Oscillation. <italic>Quarterly</italic><italic>Journal</italic><italic>of</italic><italic>the</italic><italic>Royal</italic><italic>Meteorological</italic><italic>Society,</italic><italic>140,</italic> 1-21. https://doi.org/10.1002/qj.2132 <pub-id pub-id-type="doi">10.1002/qj.2132</pub-id><ext-link ext-link-type="uri" xlink:href="https://doi.org/10.1002/qj.2132">https://doi.org/10.1002/qj.2132</ext-link></mixed-citation>
          <element-citation publication-type="journal">
            <person-group person-group-type="author">
              <string-name>Anstey, J.</string-name>
              <string-name>Shepherd, T.</string-name>
            </person-group>
            <year>2014</year>
            <pub-id pub-id-type="doi">10.1002/qj.2132</pub-id>
          </element-citation>
        </citation-alternatives>
      </ref>
      <ref id="B3">
        <label>3.</label>
        <citation-alternatives>
          <mixed-citation publication-type="journal">Anstey, J. A., Butchart, N., Hamilton, K., and Osprey, S. M. (2022). The SPARC Quasi‐Biennial Oscillation Initiative. <italic>Quarterly Journal of the Royal Meteorological Society</italic><italic>,</italic>148, 1455-1458. https://doi.org/10.1002/qj.3820 <pub-id pub-id-type="doi">10.1002/qj.3820</pub-id><ext-link ext-link-type="uri" xlink:href="https://doi.org/10.1002/qj.3820">https://doi.org/10.1002/qj.3820</ext-link></mixed-citation>
          <element-citation publication-type="journal">
            <person-group person-group-type="author">
              <string-name>Anstey, J.</string-name>
              <string-name>Butchart, N.</string-name>
              <string-name>Hamilton, K.</string-name>
              <string-name>Osprey, S.</string-name>
            </person-group>
            <year>2022</year>
            <pub-id pub-id-type="doi">10.1002/qj.3820</pub-id>
          </element-citation>
        </citation-alternatives>
      </ref>
      <ref id="B4">
        <label>4.</label>
        <citation-alternatives>
          <mixed-citation publication-type="other">Baldwin, M. P., &amp; Dunkerton, T. J. (2001). Stratospheric Harbingers of Anomalous Weather Regimes. <italic>Science,</italic><italic>294,</italic> 581-584. https://doi.org/10.1126/science.1063315 <pub-id pub-id-type="doi">10.1126/science.1063315</pub-id><pub-id pub-id-type="pmid">11641495</pub-id><ext-link ext-link-type="uri" xlink:href="https://doi.org/10.1126/science.1063315">https://doi.org/10.1126/science.1063315</ext-link></mixed-citation>
          <element-citation publication-type="other">
            <person-group person-group-type="author">
              <string-name>Baldwin, M.</string-name>
              <string-name>Dunkerton, T.</string-name>
            </person-group>
            <year>2001</year>
            <pub-id pub-id-type="doi">10.1126/science.1063315</pub-id>
            <pub-id pub-id-type="pmid">11641495</pub-id>
          </element-citation>
        </citation-alternatives>
      </ref>
      <ref id="B5">
        <label>5.</label>
        <citation-alternatives>
          <mixed-citation publication-type="other">Baldwin, M. P., Gray, L. J., Dunkerton, T. J., Hamilton, K., Haynes, P. H., Randel, W. J. et al. (2001). The Quasi-Biennial Oscillation. <italic>Reviews</italic><italic>of</italic><italic>Geophysics,</italic><italic>39,</italic> 179-229. https://doi.org/10.1029/1999rg000073 <pub-id pub-id-type="doi">10.1029/1999rg000073</pub-id><ext-link ext-link-type="uri" xlink:href="https://doi.org/10.1029/1999rg000073">https://doi.org/10.1029/1999rg000073</ext-link></mixed-citation>
          <element-citation publication-type="other">
            <person-group person-group-type="author">
              <string-name>Baldwin, M.</string-name>
              <string-name>Gray, L.</string-name>
              <string-name>Dunkerton, T.</string-name>
              <string-name>Hamilton, K.</string-name>
              <string-name>Haynes, P.</string-name>
              <string-name>Randel, W.</string-name>
            </person-group>
            <year>2001</year>
            <pub-id pub-id-type="doi">10.1029/1999rg000073</pub-id>
          </element-citation>
        </citation-alternatives>
      </ref>
      <ref id="B6">
        <label>6.</label>
        <citation-alternatives>
          <mixed-citation publication-type="journal">Behera, S. K., Luo, J., Masson, S., Delecluse, P., Gualdi, S., Navarra, A. et al. (2005). Paramount Impact of the Indian Ocean Dipole on the East African Short Rains: A CGCM Study. <italic>Journal</italic><italic>of</italic><italic>Climate,</italic><italic>18,</italic> 4514-4530. https://doi.org/10.1175/jcli3541.1 <pub-id pub-id-type="doi">10.1175/jcli3541.1</pub-id><ext-link ext-link-type="uri" xlink:href="https://doi.org/10.1175/jcli3541.1">https://doi.org/10.1175/jcli3541.1</ext-link></mixed-citation>
          <element-citation publication-type="journal">
            <person-group person-group-type="author">
              <string-name>Behera, S.</string-name>
              <string-name>Luo, J.</string-name>
              <string-name>Masson, S.</string-name>
              <string-name>Delecluse, P.</string-name>
              <string-name>Gualdi, S.</string-name>
              <string-name>Navarra, A.</string-name>
            </person-group>
            <year>2005</year>
            <pub-id pub-id-type="doi">10.1175/jcli3541.1</pub-id>
          </element-citation>
        </citation-alternatives>
      </ref>
      <ref id="B7">
        <label>7.</label>
        <citation-alternatives>
          <mixed-citation publication-type="journal">Collimore, C. C., Martin, D. W., Hitchman, M. H., Huesmann, A., &amp; Waliser, D. E. (2003). On the Relationship between the QBO and Tropical Deep Convection. <italic>Journal</italic><italic>of</italic><italic>Climate,</italic><italic>16,</italic> 2552-2568. https://doi.org/10.1175/1520-0442(2003)016&lt;2552:otrbtq&gt;2.0.co;2 <pub-id pub-id-type="doi">10.1175/1520-0442(2003)016&lt;2552:otrbtq&gt;2.0.co;2</pub-id><ext-link ext-link-type="uri" xlink:href="https://doi.org/10.1175/1520-0442(2003)016%3C2552:otrbtq%3E2.0.co;2">https://doi.org/10.1175/1520-0442(2003)016&lt;2552:otrbtq&gt;2.0.co;2</ext-link></mixed-citation>
          <element-citation publication-type="journal">
            <person-group person-group-type="author">
              <string-name>Collimore, C.</string-name>
              <string-name>Martin, D.</string-name>
              <string-name>Hitchman, M.</string-name>
              <string-name>Huesmann, A.</string-name>
              <string-name>Waliser, D.</string-name>
            </person-group>
            <year>2003</year>
            <volume>0442</volume>
            <issue>2003</issue>
            <pub-id pub-id-type="doi">10.1175/1520-0442(2003)016&lt;2552:otrbtq&gt;2.0.co;2</pub-id>
          </element-citation>
        </citation-alternatives>
      </ref>
      <ref id="B8">
        <label>8.</label>
        <citation-alternatives>
          <mixed-citation publication-type="journal">Dee, D. P., Uppala, S. M., Simmons, A. J., Berrisford, P., Poli, P., Kobayashi, S. et al. (2011). The Era‐Interim Reanalysis: Configuration and Performance of the Data Assimilation System. <italic>Quarterly</italic><italic>Journal</italic><italic>of</italic><italic>the</italic><italic>Royal</italic><italic>Meteorological</italic><italic>Society,</italic><italic>137,</italic> 553-597. https://doi.org/10.1002/qj.828 <pub-id pub-id-type="doi">10.1002/qj.828</pub-id><ext-link ext-link-type="uri" xlink:href="https://doi.org/10.1002/qj.828">https://doi.org/10.1002/qj.828</ext-link></mixed-citation>
          <element-citation publication-type="journal">
            <person-group person-group-type="author">
              <string-name>Dee, D.</string-name>
              <string-name>Uppala, S.</string-name>
              <string-name>Simmons, A.</string-name>
              <string-name>Berrisford, P.</string-name>
              <string-name>Poli, P.</string-name>
              <string-name>Kobayashi, S.</string-name>
            </person-group>
            <year>2011</year>
            <pub-id pub-id-type="doi">10.1002/qj.828</pub-id>
          </element-citation>
        </citation-alternatives>
      </ref>
      <ref id="B9">
        <label>9.</label>
        <citation-alternatives>
          <mixed-citation publication-type="other">Gao, X., Hu, J. G., Ren, R. C., &amp; Shen, Y. F. (2023). Impacts of the Stratospheric Quasi-Biennial Oscillation on the Tropospheric Circulation and Climate in the Northeast Asia–north Pacific Region in Early Summer. <italic>Atmospheric</italic><italic>and</italic><italic>Oceanic</italic><italic>Science</italic><italic>Letters,</italic><italic>16,</italic> Article 100319. https://doi.org/10.1016/j.aosl.2022.100319 <pub-id pub-id-type="doi">10.1016/j.aosl.2022.100319</pub-id><ext-link ext-link-type="uri" xlink:href="https://doi.org/10.1016/j.aosl.2022.100319">https://doi.org/10.1016/j.aosl.2022.100319</ext-link></mixed-citation>
          <element-citation publication-type="other">
            <person-group person-group-type="author">
              <string-name>Gao, X.</string-name>
              <string-name>Hu, J.</string-name>
              <string-name>Ren, R.</string-name>
              <string-name>Shen, Y.</string-name>
            </person-group>
            <year>2023</year>
            <elocation-id>100319</elocation-id>
            <pub-id pub-id-type="doi">10.1016/j.aosl.2022.100319</pub-id>
          </element-citation>
        </citation-alternatives>
      </ref>
      <ref id="B10">
        <label>10.</label>
        <citation-alternatives>
          <mixed-citation publication-type="journal">Garfinkel, C. I., &amp; Hartmann, D. L. (2011). The Influence of the Quasi-Biennial Oscillation on the Troposphere in Winter in a Hierarchy of Models. Part I: Simplified Dry GCMs. <italic>Journal</italic><italic>of</italic><italic>the</italic><italic>Atmospheric</italic><italic>Sciences,</italic><italic>68,</italic> 1273-1289. https://doi.org/10.1175/2011jas3665.1 <pub-id pub-id-type="doi">10.1175/2011jas3665.1</pub-id><ext-link ext-link-type="uri" xlink:href="https://doi.org/10.1175/2011jas3665.1">https://doi.org/10.1175/2011jas3665.1</ext-link></mixed-citation>
          <element-citation publication-type="journal">
            <person-group person-group-type="author">
              <string-name>Garfinkel, C.</string-name>
              <string-name>Hartmann, D.</string-name>
            </person-group>
            <year>2011</year>
            <pub-id pub-id-type="doi">10.1175/2011jas3665.1</pub-id>
          </element-citation>
        </citation-alternatives>
      </ref>
      <ref id="B11">
        <label>11.</label>
        <citation-alternatives>
          <mixed-citation publication-type="other">Gettelman, A., Hoor, P., Pan, L. L., Randel, W. J., Hegglin, M. I., &amp; Birner, T. (2011). The Extratropical Upper Troposphere and Lower Stratosphere. <italic>Reviews</italic><italic>of</italic><italic>Geophysics,</italic><italic>49,</italic> No. 3.</mixed-citation>
          <element-citation publication-type="other">
            <person-group person-group-type="author">
              <string-name>Gettelman, A.</string-name>
              <string-name>Hoor, P.</string-name>
              <string-name>Pan, L.</string-name>
              <string-name>Randel, W.</string-name>
              <string-name>Hegglin, M.</string-name>
              <string-name>Birner, T.</string-name>
            </person-group>
            <year>2011</year>
          </element-citation>
        </citation-alternatives>
      </ref>
      <ref id="B12">
        <label>12.</label>
        <citation-alternatives>
          <mixed-citation publication-type="other">Gray, L. J., Anstey, J. A., Kawatani, Y., Lu, H., Osprey, S., &amp; Schenzinger, V. (2018). Surface Impacts of the Quasi Biennial Oscillation. <italic>Atmospheric</italic><italic>Chemistry</italic><italic>and</italic><italic>Physics,</italic><italic>18,</italic> 8227-8247. https://doi.org/10.5194/acp-18-8227-2018 <pub-id pub-id-type="doi">10.5194/acp-18-8227-2018</pub-id><ext-link ext-link-type="uri" xlink:href="https://doi.org/10.5194/acp-18-8227-2018">https://doi.org/10.5194/acp-18-8227-2018</ext-link></mixed-citation>
          <element-citation publication-type="other">
            <person-group person-group-type="author">
              <string-name>Gray, L.</string-name>
              <string-name>Anstey, J.</string-name>
              <string-name>Kawatani, Y.</string-name>
              <string-name>Lu, H.</string-name>
              <string-name>Osprey, S.</string-name>
              <string-name>Schenzinger, V.</string-name>
            </person-group>
            <year>2018</year>
            <pub-id pub-id-type="doi">10.5194/acp-18-8227-2018</pub-id>
          </element-citation>
        </citation-alternatives>
      </ref>
      <ref id="B13">
        <label>13.</label>
        <citation-alternatives>
          <mixed-citation publication-type="journal">Gruber, A., &amp; Krueger, A. F. (1984). The Status of the NOAA Outgoing Longwave Radiation Data Set. <italic>Bulletin</italic><italic>of</italic><italic>the</italic><italic>American</italic><italic>Meteorological</italic><italic>Society,</italic><italic>65,</italic> 958-962 https://doi.org/10.1175/1520-0477(1984)065&lt;0958:tsotno&gt;2.0.co;2 <pub-id pub-id-type="doi">10.1175/1520-0477(1984)065&lt;0958:tsotno&gt;2.0.co;2</pub-id><ext-link ext-link-type="uri" xlink:href="https://doi.org/10.1175/1520-0477(1984)065%3C0958:tsotno%3E2.0.co;2">https://doi.org/10.1175/1520-0477(1984)065&lt;0958:tsotno&gt;2.0.co;2</ext-link></mixed-citation>
          <element-citation publication-type="journal">
            <person-group person-group-type="author">
              <string-name>Gruber, A.</string-name>
              <string-name>Krueger, A.</string-name>
            </person-group>
            <year>1984</year>
            <volume>0477</volume>
            <issue>1984</issue>
            <pub-id pub-id-type="doi">10.1175/1520-0477(1984)065&lt;0958:tsotno&gt;2.0.co;2</pub-id>
          </element-citation>
        </citation-alternatives>
      </ref>
      <ref id="B14">
        <label>14.</label>
        <citation-alternatives>
          <mixed-citation publication-type="journal">Hartmann, D. L., &amp; Lo, F. (1998). Wave-Driven Zonal Flow Vacillation in the Southern Hemisphere. <italic>Journal</italic><italic>of</italic><italic>the</italic><italic>Atmospheric</italic><italic>Sciences,</italic><italic>55,</italic> 1303-1315. https://doi.org/10.1175/1520-0469(1998)055&lt;1303:wdzfvi&gt;2.0.co;2 <pub-id pub-id-type="doi">10.1175/1520-0469(1998)055&lt;1303:wdzfvi&gt;2.0.co;2</pub-id><ext-link ext-link-type="uri" xlink:href="https://doi.org/10.1175/1520-0469(1998)055%3C1303:wdzfvi%3E2.0.co;2">https://doi.org/10.1175/1520-0469(1998)055&lt;1303:wdzfvi&gt;2.0.co;2</ext-link></mixed-citation>
          <element-citation publication-type="journal">
            <person-group person-group-type="author">
              <string-name>Hartmann, D.</string-name>
              <string-name>Lo, F.</string-name>
            </person-group>
            <year>1998</year>
            <volume>0469</volume>
            <issue>1998</issue>
            <pub-id pub-id-type="doi">10.1175/1520-0469(1998)055&lt;1303:wdzfvi&gt;2.0.co;2</pub-id>
          </element-citation>
        </citation-alternatives>
      </ref>
      <ref id="B15">
        <label>15.</label>
        <citation-alternatives>
          <mixed-citation publication-type="journal">Haynes, P., Hitchcock, P., Hitchman, M., Yoden, S., Hendon, H., Kiladis, G. et al. (2021). The Influence of the Stratosphere on the Tropical Troposphere. <italic>Journal</italic><italic>of</italic><italic>the</italic><italic>Meteorological</italic><italic>Society</italic><italic>of</italic><italic>Japan</italic><italic>Ser</italic><italic>ies</italic><italic>II,</italic><italic>99,</italic> 803-845. https://doi.org/10.2151/jmsj.2021-040 <pub-id pub-id-type="doi">10.2151/jmsj.2021-040</pub-id><ext-link ext-link-type="uri" xlink:href="https://doi.org/10.2151/jmsj.2021-040">https://doi.org/10.2151/jmsj.2021-040</ext-link></mixed-citation>
          <element-citation publication-type="journal">
            <person-group person-group-type="author">
              <string-name>Haynes, P.</string-name>
              <string-name>Hitchcock, P.</string-name>
              <string-name>Hitchman, M.</string-name>
              <string-name>Yoden, S.</string-name>
              <string-name>Hendon, H.</string-name>
              <string-name>Kiladis, G.</string-name>
            </person-group>
            <year>2021</year>
            <pub-id pub-id-type="doi">10.2151/jmsj.2021-040</pub-id>
          </element-citation>
        </citation-alternatives>
      </ref>
      <ref id="B16">
        <label>16.</label>
        <citation-alternatives>
          <mixed-citation publication-type="other">Ho, C., Kim, H., Jeong, J., &amp; Son, S. (2009). Influence of Stratospheric Quasi‐biennial Oscillation on Tropical Cyclone Tracks in the Western North Pacific. <italic>Geophysical</italic><italic>Research</italic><italic>Letters,</italic><italic>36,</italic> No. 6.</mixed-citation>
          <element-citation publication-type="other">
            <person-group person-group-type="author">
              <string-name>Ho, C.</string-name>
              <string-name>Kim, H.</string-name>
              <string-name>Jeong, J.</string-name>
              <string-name>Son, S.</string-name>
            </person-group>
            <year>2009</year>
          </element-citation>
        </citation-alternatives>
      </ref>
      <ref id="B17">
        <label>17.</label>
        <citation-alternatives>
          <mixed-citation publication-type="journal">Hoskins, B. J., &amp; Karoly, D. J. (1981). The Steady Linear Response of a Spherical Atmosphere to Thermal and Orographic Forcing. <italic>Journal</italic><italic>of</italic><italic>the</italic><italic>Atmospheric</italic><italic>Sciences,</italic><italic>38,</italic> 1179-1196. https://doi.org/10.1175/1520-0469(1981)038&lt;1179:tslroa&gt;2.0.co;2 <pub-id pub-id-type="doi">10.1175/1520-0469(1981)038&lt;1179:tslroa&gt;2.0.co;2</pub-id><ext-link ext-link-type="uri" xlink:href="https://doi.org/10.1175/1520-0469(1981)038%3C1179:tslroa%3E2.0.co;2">https://doi.org/10.1175/1520-0469(1981)038&lt;1179:tslroa&gt;2.0.co;2</ext-link></mixed-citation>
          <element-citation publication-type="journal">
            <person-group person-group-type="author">
              <string-name>Hoskins, B.</string-name>
              <string-name>Karoly, D.</string-name>
            </person-group>
            <year>1981</year>
            <volume>0469</volume>
            <issue>1981</issue>
            <pub-id pub-id-type="doi">10.1175/1520-0469(1981)038&lt;1179:tslroa&gt;2.0.co;2</pub-id>
          </element-citation>
        </citation-alternatives>
      </ref>
      <ref id="B18">
        <label>18.</label>
        <citation-alternatives>
          <mixed-citation publication-type="other">Hu, J. G., Dou, W. J., Ren, R. C., Deng, J. C., Luo, J. J., &amp; Zhao, J. (2024). Impact of the Stratospheric Quasi-Biennial Oscillation on the Early Stage of the Indian Summer Monsoon. <italic>Climate</italic><italic>Dynamics,</italic><italic>62,</italic> 9789-9805. https://doi.org/10.1007/s00382-024-07433-6 <pub-id pub-id-type="doi">10.1007/s00382-024-07433-6</pub-id><ext-link ext-link-type="uri" xlink:href="https://doi.org/10.1007/s00382-024-07433-6">https://doi.org/10.1007/s00382-024-07433-6</ext-link></mixed-citation>
          <element-citation publication-type="other">
            <person-group person-group-type="author">
              <string-name>Hu, J.</string-name>
              <string-name>Dou, W.</string-name>
              <string-name>Ren, R.</string-name>
              <string-name>Deng, J.</string-name>
              <string-name>Luo, J.</string-name>
              <string-name>Zhao, J.</string-name>
            </person-group>
            <year>2024</year>
            <pub-id pub-id-type="doi">10.1007/s00382-024-07433-6</pub-id>
          </element-citation>
        </citation-alternatives>
      </ref>
      <ref id="B19">
        <label>19.</label>
        <citation-alternatives>
          <mixed-citation publication-type="other">Hu, J. G., Gao, X., Ren, R. C., Luo, J. J., Deng, J. C., &amp; Xu, H. M. (2022). On the Relationship between the Stratospheric Quasi‐biennial Oscillation and Summer Precipitation in Northern China. <italic>Geophysical</italic><italic>Research</italic><italic>Letters,</italic><italic>49,</italic> e2021GL097687. https://doi.org/10.1029/2021gl097687 <pub-id pub-id-type="doi">10.1029/2021gl097687</pub-id><ext-link ext-link-type="uri" xlink:href="https://doi.org/10.1029/2021gl097687">https://doi.org/10.1029/2021gl097687</ext-link></mixed-citation>
          <element-citation publication-type="other">
            <person-group person-group-type="author">
              <string-name>Hu, J.</string-name>
              <string-name>Gao, X.</string-name>
              <string-name>Ren, R.</string-name>
              <string-name>Luo, J.</string-name>
              <string-name>Deng, J.</string-name>
              <string-name>Xu, H.</string-name>
            </person-group>
            <year>2022</year>
            <pub-id pub-id-type="doi">10.1029/2021gl097687</pub-id>
          </element-citation>
        </citation-alternatives>
      </ref>
      <ref id="B20">
        <label>20.</label>
        <citation-alternatives>
          <mixed-citation publication-type="other">Jiang, X., Holbrook, N. J., Marshall, A. G., &amp; Love, P. T. (2024). Quasi-Biennial Oscillation Influence on Australian Summer Rainfall. <italic>npj</italic><italic>Climate</italic><italic>and</italic><italic>Atmospheric</italic><italic>Science,</italic><italic>7,</italic> Article No. 19. https://doi.org/10.1038/s41612-023-00552-7 <pub-id pub-id-type="doi">10.1038/s41612-023-00552-7</pub-id><ext-link ext-link-type="uri" xlink:href="https://doi.org/10.1038/s41612-023-00552-7">https://doi.org/10.1038/s41612-023-00552-7</ext-link></mixed-citation>
          <element-citation publication-type="other">
            <person-group person-group-type="author">
              <string-name>Jiang, X.</string-name>
              <string-name>Holbrook, N.</string-name>
              <string-name>Marshall, A.</string-name>
              <string-name>Love, P.</string-name>
            </person-group>
            <year>2024</year>
            <elocation-id>No</elocation-id>
            <pub-id pub-id-type="doi">10.1038/s41612-023-00552-7</pub-id>
          </element-citation>
        </citation-alternatives>
      </ref>
      <ref id="B21">
        <label>21.</label>
        <citation-alternatives>
          <mixed-citation publication-type="other">Li, Y., Huang, S., &amp; Wen, Z. (2022). The Influence of the Stratospheric Quasi‐biennial Oscillation on the Tropical Easterly Jet over the Maritime Continent. <italic>Geophysical</italic><italic>Research</italic><italic>Letters,</italic><italic>49,</italic> e2022GL098940. https://doi.org/10.1029/2022gl098940 <pub-id pub-id-type="doi">10.1029/2022gl098940</pub-id><ext-link ext-link-type="uri" xlink:href="https://doi.org/10.1029/2022gl098940">https://doi.org/10.1029/2022gl098940</ext-link></mixed-citation>
          <element-citation publication-type="other">
            <person-group person-group-type="author">
              <string-name>Li, Y.</string-name>
              <string-name>Huang, S.</string-name>
              <string-name>Wen, Z.</string-name>
            </person-group>
            <year>2022</year>
            <pub-id pub-id-type="doi">10.1029/2022gl098940</pub-id>
          </element-citation>
        </citation-alternatives>
      </ref>
      <ref id="B22">
        <label>22.</label>
        <citation-alternatives>
          <mixed-citation publication-type="journal">Liess, S., &amp; Geller, M. A. (2012). On the Relationship between QBO and Distribution of Tropical Deep Convection. <italic>Journal</italic><italic>of</italic><italic>Geophysical</italic><italic>Research:</italic><italic>Atmospheres,</italic><italic>117,</italic> No. D3. https://doi.org/10.1029/2011jd016317 <pub-id pub-id-type="doi">10.1029/2011jd016317</pub-id><ext-link ext-link-type="uri" xlink:href="https://doi.org/10.1029/2011jd016317">https://doi.org/10.1029/2011jd016317</ext-link></mixed-citation>
          <element-citation publication-type="journal">
            <person-group person-group-type="author">
              <string-name>Liess, S.</string-name>
              <string-name>Geller, M.</string-name>
            </person-group>
            <year>2012</year>
            <pub-id pub-id-type="doi">10.1029/2011jd016317</pub-id>
          </element-citation>
        </citation-alternatives>
      </ref>
      <ref id="B23">
        <label>23.</label>
        <citation-alternatives>
          <mixed-citation publication-type="journal">Lindzen, R. S., &amp; Holton, J. R. (1968). A Theory of the Quasi-Biennial Oscillation. <italic>Journal</italic><italic>of</italic><italic>the</italic><italic>Atmospheric</italic><italic>Sciences,</italic><italic>25,</italic> 1095-1107. https://doi.org/10.1175/1520-0469(1968)025&lt;1095:atotqb&gt;2.0.co;2 <pub-id pub-id-type="doi">10.1175/1520-0469(1968)025&lt;1095:atotqb&gt;2.0.co;2</pub-id><ext-link ext-link-type="uri" xlink:href="https://doi.org/10.1175/1520-0469(1968)025%3C1095:atotqb%3E2.0.co;2">https://doi.org/10.1175/1520-0469(1968)025&lt;1095:atotqb&gt;2.0.co;2</ext-link></mixed-citation>
          <element-citation publication-type="journal">
            <person-group person-group-type="author">
              <string-name>Lindzen, R.</string-name>
              <string-name>Holton, J.</string-name>
            </person-group>
            <year>1968</year>
            <volume>0469</volume>
            <issue>1968</issue>
            <pub-id pub-id-type="doi">10.1175/1520-0469(1968)025&lt;1095:atotqb&gt;2.0.co;2</pub-id>
          </element-citation>
        </citation-alternatives>
      </ref>
      <ref id="B24">
        <label>24.</label>
        <citation-alternatives>
          <mixed-citation publication-type="journal">Lu, H., Scaife, A. A., Marshall, G. J., Turner, J., &amp; Gray, L. J. (2017). Downward Wave Reflection as a Mechanism for the Stratosphere–Troposphere Response to the 11-Yr Solar Cycle. <italic>Journal</italic><italic>of</italic><italic>Climate,</italic><italic>30,</italic> 2395-2414. https://doi.org/10.1175/jcli-d-16-0400.1 <pub-id pub-id-type="doi">10.1175/jcli-d-16-0400.1</pub-id><ext-link ext-link-type="uri" xlink:href="https://doi.org/10.1175/jcli-d-16-0400.1">https://doi.org/10.1175/jcli-d-16-0400.1</ext-link></mixed-citation>
          <element-citation publication-type="journal">
            <person-group person-group-type="author">
              <string-name>Lu, H.</string-name>
              <string-name>Scaife, A.</string-name>
              <string-name>Marshall, G.</string-name>
              <string-name>Turner, J.</string-name>
              <string-name>Gray, L.</string-name>
            </person-group>
            <year>2017</year>
            <pub-id pub-id-type="doi">10.1175/jcli-d-16-0400.1</pub-id>
          </element-citation>
        </citation-alternatives>
      </ref>
      <ref id="B25">
        <label>25.</label>
        <citation-alternatives>
          <mixed-citation publication-type="other">Luo, J., Luo, F., Xie, F., Chen, X., Wang, Z., Tian, W. et al. (2024). The Impact of the QBO Vertical Structure on June Extreme High Temperatures in South Asia. <italic>npj</italic><italic>Climate</italic><italic>and</italic><italic>Atmospheric</italic><italic>Science,</italic><italic>7,</italic> Article No. 236. https://doi.org/10.1038/s41612-024-00791-2 <pub-id pub-id-type="doi">10.1038/s41612-024-00791-2</pub-id><ext-link ext-link-type="uri" xlink:href="https://doi.org/10.1038/s41612-024-00791-2">https://doi.org/10.1038/s41612-024-00791-2</ext-link></mixed-citation>
          <element-citation publication-type="other">
            <person-group person-group-type="author">
              <string-name>Luo, J.</string-name>
              <string-name>Luo, F.</string-name>
              <string-name>Xie, F.</string-name>
              <string-name>Chen, X.</string-name>
              <string-name>Wang, Z.</string-name>
              <string-name>Tian, W.</string-name>
            </person-group>
            <year>2024</year>
            <elocation-id>No</elocation-id>
            <pub-id pub-id-type="doi">10.1038/s41612-024-00791-2</pub-id>
          </element-citation>
        </citation-alternatives>
      </ref>
      <ref id="B26">
        <label>26.</label>
        <citation-alternatives>
          <mixed-citation publication-type="journal">Mitchell, D. M., Gray, L. J., Anstey, J., Baldwin, M. P., &amp; Charlton-Perez, A. J. (2013). The Influence of Stratospheric Vortex Displacements and Splits on Surface Climate. <italic>Journal</italic><italic>of</italic><italic>Climate,</italic><italic>26,</italic> 2668-2682. https://doi.org/10.1175/jcli-d-12-00030.1 <pub-id pub-id-type="doi">10.1175/jcli-d-12-00030.1</pub-id><ext-link ext-link-type="uri" xlink:href="https://doi.org/10.1175/jcli-d-12-00030.1">https://doi.org/10.1175/jcli-d-12-00030.1</ext-link></mixed-citation>
          <element-citation publication-type="journal">
            <person-group person-group-type="author">
              <string-name>Mitchell, D.</string-name>
              <string-name>Gray, L.</string-name>
              <string-name>Anstey, J.</string-name>
              <string-name>Baldwin, M.</string-name>
              <string-name>Charlton-Perez, A.</string-name>
            </person-group>
            <year>2013</year>
            <pub-id pub-id-type="doi">10.1175/jcli-d-12-00030.1</pub-id>
          </element-citation>
        </citation-alternatives>
      </ref>
      <ref id="B27">
        <label>27.</label>
        <citation-alternatives>
          <mixed-citation publication-type="journal">Perlwitz, J., &amp; Harnik, N. (2003). Observational Evidence of a Stratospheric Influence on the Troposphere by Planetary Wave Reflection. <italic>Journal</italic><italic>of</italic><italic>Climate,</italic><italic>16,</italic> 3011-3026. https://doi.org/10.1175/1520-0442(2003)016&lt;3011:oeoasi&gt;2.0.co;2 <pub-id pub-id-type="doi">10.1175/1520-0442(2003)016&lt;3011:oeoasi&gt;2.0.co;2</pub-id><ext-link ext-link-type="uri" xlink:href="https://doi.org/10.1175/1520-0442(2003)016%3C3011:oeoasi%3E2.0.co;2">https://doi.org/10.1175/1520-0442(2003)016&lt;3011:oeoasi&gt;2.0.co;2</ext-link></mixed-citation>
          <element-citation publication-type="journal">
            <person-group person-group-type="author">
              <string-name>Perlwitz, J.</string-name>
              <string-name>Harnik, N.</string-name>
            </person-group>
            <year>2003</year>
            <volume>0442</volume>
            <issue>2003</issue>
            <pub-id pub-id-type="doi">10.1175/1520-0442(2003)016&lt;3011:oeoasi&gt;2.0.co;2</pub-id>
          </element-citation>
        </citation-alternatives>
      </ref>
      <ref id="B28">
        <label>28.</label>
        <citation-alternatives>
          <mixed-citation publication-type="journal">Rayner, N. A., Parker, D. E., Horton, E. B., Folland, C. K., Alexander, L. V., Rowell, D. P. et al. (2003). Global Analyses of Sea Surface Temperature, Sea Ice, and Night Marine Air Temperature since the Late Nineteenth Century. <italic>Journal</italic><italic>of</italic><italic>Geophysical</italic><italic>Research:</italic><italic>Atmospheres,</italic><italic>108,</italic> 1-37. https://doi.org/10.1029/2002jd002670 <pub-id pub-id-type="doi">10.1029/2002jd002670</pub-id><ext-link ext-link-type="uri" xlink:href="https://doi.org/10.1029/2002jd002670">https://doi.org/10.1029/2002jd002670</ext-link></mixed-citation>
          <element-citation publication-type="journal">
            <person-group person-group-type="author">
              <string-name>Rayner, N.</string-name>
              <string-name>Parker, D.</string-name>
              <string-name>Horton, E.</string-name>
              <string-name>Folland, C.</string-name>
              <string-name>Alexander, L.</string-name>
              <string-name>Rowell, D.</string-name>
              <string-name>Temperature, S</string-name>
            </person-group>
            <year>2003</year>
            <pub-id pub-id-type="doi">10.1029/2002jd002670</pub-id>
          </element-citation>
        </citation-alternatives>
      </ref>
      <ref id="B29">
        <label>29.</label>
        <citation-alternatives>
          <mixed-citation publication-type="other">Ruti, P. M., Lucarini, V., Dell’Aquila, A., Calmanti, S., &amp; Speranza, A. (2006). Does the Subtropical Jet Catalyze the Midlatitude Atmospheric Regimes? <italic>Geophysical</italic><italic>Research</italic><italic>Letters,</italic><italic>33,</italic> 1-4. https://doi.org/10.1029/2005gl024620 <pub-id pub-id-type="doi">10.1029/2005gl024620</pub-id><ext-link ext-link-type="uri" xlink:href="https://doi.org/10.1029/2005gl024620">https://doi.org/10.1029/2005gl024620</ext-link></mixed-citation>
          <element-citation publication-type="other">
            <person-group person-group-type="author">
              <string-name>Ruti, P.</string-name>
              <string-name>Lucarini, V.</string-name>
              <string-name>Aquila, A.</string-name>
              <string-name>Calmanti, S.</string-name>
              <string-name>Speranza, A.</string-name>
            </person-group>
            <year>2006</year>
            <pub-id pub-id-type="doi">10.1029/2005gl024620</pub-id>
          </element-citation>
        </citation-alternatives>
      </ref>
      <ref id="B30">
        <label>30.</label>
        <citation-alternatives>
          <mixed-citation publication-type="other">Saji, N. H., Goswami, B. N., Vinayachandran, P. N., &amp; Yamagata, T. (1999). A Dipole Mode in the Tropical Indian Ocean. <italic>Nature,</italic><italic>401,</italic> 360-363. https://doi.org/10.1038/43854 <pub-id pub-id-type="doi">10.1038/43854</pub-id><pub-id pub-id-type="pmid">16862108</pub-id><ext-link ext-link-type="uri" xlink:href="https://doi.org/10.1038/43854">https://doi.org/10.1038/43854</ext-link></mixed-citation>
          <element-citation publication-type="other">
            <person-group person-group-type="author">
              <string-name>Saji, N.</string-name>
              <string-name>Goswami, B.</string-name>
              <string-name>Vinayachandran, P.</string-name>
              <string-name>Yamagata, T.</string-name>
            </person-group>
            <year>1999</year>
            <pub-id pub-id-type="doi">10.1038/43854</pub-id>
            <pub-id pub-id-type="pmid">16862108</pub-id>
          </element-citation>
        </citation-alternatives>
      </ref>
      <ref id="B31">
        <label>31.</label>
        <citation-alternatives>
          <mixed-citation publication-type="journal">Scaife, A. A., Comer, R. E., Dunstone, N. J., Knight, J. R., Smith, D. M., MacLachlan, C. et al. (2017). Tropical Rainfall, Rossby Waves and Regional Winter Climate Predictions. <italic>Quarterly</italic><italic>Journal</italic><italic>of</italic><italic>the</italic><italic>Royal</italic><italic>Meteorological</italic><italic>Society,</italic><italic>143,</italic> 1-11. https://doi.org/10.1002/qj.2910 <pub-id pub-id-type="doi">10.1002/qj.2910</pub-id><ext-link ext-link-type="uri" xlink:href="https://doi.org/10.1002/qj.2910">https://doi.org/10.1002/qj.2910</ext-link></mixed-citation>
          <element-citation publication-type="journal">
            <person-group person-group-type="author">
              <string-name>Scaife, A.</string-name>
              <string-name>Comer, R.</string-name>
              <string-name>Dunstone, N.</string-name>
              <string-name>Knight, J.</string-name>
              <string-name>Smith, D.</string-name>
              <string-name>MacLachlan, C.</string-name>
              <string-name>Rainfall, R</string-name>
            </person-group>
            <year>2017</year>
            <pub-id pub-id-type="doi">10.1002/qj.2910</pub-id>
          </element-citation>
        </citation-alternatives>
      </ref>
      <ref id="B32">
        <label>32.</label>
        <citation-alternatives>
          <mixed-citation publication-type="journal">Shaw, T. A., &amp; Perlwitz, J. (2013). The Life Cycle of Northern Hemisphere Downward Wave Coupling between the Stratosphere and Troposphere. <italic>Journal</italic><italic>of</italic><italic>Climate,</italic><italic>26,</italic> 1745-1763. https://doi.org/10.1175/jcli-d-12-00251.1 <pub-id pub-id-type="doi">10.1175/jcli-d-12-00251.1</pub-id><ext-link ext-link-type="uri" xlink:href="https://doi.org/10.1175/jcli-d-12-00251.1">https://doi.org/10.1175/jcli-d-12-00251.1</ext-link></mixed-citation>
          <element-citation publication-type="journal">
            <person-group person-group-type="author">
              <string-name>Shaw, T.</string-name>
              <string-name>Perlwitz, J.</string-name>
            </person-group>
            <year>2013</year>
            <pub-id pub-id-type="doi">10.1175/jcli-d-12-00251.1</pub-id>
          </element-citation>
        </citation-alternatives>
      </ref>
      <ref id="B33">
        <label>33.</label>
        <citation-alternatives>
          <mixed-citation publication-type="journal">Simpson, I. R., Blackburn, M., &amp; Haigh, J. D. (2009). The Role of Eddies in Driving the Tropospheric Response to Stratospheric Heating Perturbations. <italic>Journal</italic><italic>of</italic><italic>the</italic><italic>Atmospheric</italic><italic>Sciences,</italic><italic>66,</italic> 1347-1365. https://doi.org/10.1175/2008jas2758.1 <pub-id pub-id-type="doi">10.1175/2008jas2758.1</pub-id><ext-link ext-link-type="uri" xlink:href="https://doi.org/10.1175/2008jas2758.1">https://doi.org/10.1175/2008jas2758.1</ext-link></mixed-citation>
          <element-citation publication-type="journal">
            <person-group person-group-type="author">
              <string-name>Simpson, I.</string-name>
              <string-name>Blackburn, M.</string-name>
              <string-name>Haigh, J.</string-name>
            </person-group>
            <year>2009</year>
            <pub-id pub-id-type="doi">10.1175/2008jas2758.1</pub-id>
          </element-citation>
        </citation-alternatives>
      </ref>
      <ref id="B34">
        <label>34.</label>
        <citation-alternatives>
          <mixed-citation publication-type="journal">Son, S., Lim, Y., Yoo, C., Hendon, H. H., &amp; Kim, J. (2017). Stratospheric Control of the Madden-Julian Oscillation. <italic>Journal</italic><italic>of</italic><italic>Climate,</italic><italic>30,</italic> 1909-1922. https://doi.org/10.1175/jcli-d-16-0620.1 <pub-id pub-id-type="doi">10.1175/jcli-d-16-0620.1</pub-id><ext-link ext-link-type="uri" xlink:href="https://doi.org/10.1175/jcli-d-16-0620.1">https://doi.org/10.1175/jcli-d-16-0620.1</ext-link></mixed-citation>
          <element-citation publication-type="journal">
            <person-group person-group-type="author">
              <string-name>Son, S.</string-name>
              <string-name>Lim, Y.</string-name>
              <string-name>Yoo, C.</string-name>
              <string-name>Hendon, H.</string-name>
              <string-name>Kim, J.</string-name>
            </person-group>
            <year>2017</year>
            <pub-id pub-id-type="doi">10.1175/jcli-d-16-0620.1</pub-id>
          </element-citation>
        </citation-alternatives>
      </ref>
      <ref id="B35">
        <label>35.</label>
        <citation-alternatives>
          <mixed-citation publication-type="other">Thompson, D. W. J., &amp; Solomon, S. (2002). Interpretation of Recent Southern Hemisphere Climate Change. <italic>Science,</italic><italic>296,</italic> 895-899. https://doi.org/10.1126/science.1069270 <pub-id pub-id-type="doi">10.1126/science.1069270</pub-id><pub-id pub-id-type="pmid">11988571</pub-id><ext-link ext-link-type="uri" xlink:href="https://doi.org/10.1126/science.1069270">https://doi.org/10.1126/science.1069270</ext-link></mixed-citation>
          <element-citation publication-type="other">
            <person-group person-group-type="author">
              <string-name>Thompson, D.</string-name>
              <string-name>Solomon, S.</string-name>
            </person-group>
            <year>2002</year>
            <pub-id pub-id-type="doi">10.1126/science.1069270</pub-id>
            <pub-id pub-id-type="pmid">11988571</pub-id>
          </element-citation>
        </citation-alternatives>
      </ref>
      <ref id="B36">
        <label>36.</label>
        <citation-alternatives>
          <mixed-citation publication-type="journal">Thompson, D. W. J., Baldwin, M. P., &amp; Wallace, J. M. (2002). Stratospheric Connection to Northern Hemisphere Wintertime Weather: Implications for Prediction. <italic>Journal</italic><italic>of</italic><italic>Climate,</italic><italic>15,</italic> 1421-1428. https://doi.org/10.1175/1520-0442(2002)015&lt;1421:sctnhw&gt;2.0.co;2 <pub-id pub-id-type="doi">10.1175/1520-0442(2002)015&lt;1421:sctnhw&gt;2.0.co;2</pub-id><ext-link ext-link-type="uri" xlink:href="https://doi.org/10.1175/1520-0442(2002)015%3C1421:sctnhw%3E2.0.co;2">https://doi.org/10.1175/1520-0442(2002)015&lt;1421:sctnhw&gt;2.0.co;2</ext-link></mixed-citation>
          <element-citation publication-type="journal">
            <person-group person-group-type="author">
              <string-name>Thompson, D.</string-name>
              <string-name>Baldwin, M.</string-name>
              <string-name>Wallace, J.</string-name>
            </person-group>
            <year>2002</year>
            <volume>0442</volume>
            <issue>2002</issue>
            <pub-id pub-id-type="doi">10.1175/1520-0442(2002)015&lt;1421:sctnhw&gt;2.0.co;2</pub-id>
          </element-citation>
        </citation-alternatives>
      </ref>
      <ref id="B37">
        <label>37.</label>
        <citation-alternatives>
          <mixed-citation publication-type="journal">Uppala, S. M., KÅllberg, P. W., Simmons, A. J., Andrae, U., Bechtold, V. D. C., Fiorino, M. et al. (2005). The ERA‐40 Re‐Analysis. <italic>Quarterly</italic><italic>Journal</italic><italic>of</italic><italic>the</italic><italic>Royal</italic><italic>Meteorological</italic><italic>Society,</italic><italic>131,</italic> 2961-3012. https://doi.org/10.1256/qj.04.176 <pub-id pub-id-type="doi">10.1256/qj.04.176</pub-id><ext-link ext-link-type="uri" xlink:href="https://doi.org/10.1256/qj.04.176">https://doi.org/10.1256/qj.04.176</ext-link></mixed-citation>
          <element-citation publication-type="journal">
            <person-group person-group-type="author">
              <string-name>Uppala, S.</string-name>
              <string-name>Simmons, A.</string-name>
              <string-name>Andrae, U.</string-name>
              <string-name>Bechtold, V.</string-name>
              <string-name>Fiorino, M.</string-name>
            </person-group>
            <year>2005</year>
            <pub-id pub-id-type="doi">10.1256/qj.04.176</pub-id>
          </element-citation>
        </citation-alternatives>
      </ref>
      <ref id="B38">
        <label>38.</label>
        <citation-alternatives>
          <mixed-citation publication-type="other">Yamagata, T., Behera, S. K., Luo, J., Masson, S., Jury, M. R., &amp; Rao, S. A. (2013). Coupled Ocean-Atmosphere Variability in the Tropical Indian Ocean. In <italic>Geophysical</italic><italic>Monograph</italic><italic>Series</italic> (pp. 189-211). American Geophysical Union. https://doi.org/10.1029/147gm12 <pub-id pub-id-type="doi">10.1029/147gm12</pub-id><ext-link ext-link-type="uri" xlink:href="https://doi.org/10.1029/147gm12">https://doi.org/10.1029/147gm12</ext-link></mixed-citation>
          <element-citation publication-type="other">
            <person-group person-group-type="author">
              <string-name>Yamagata, T.</string-name>
              <string-name>Behera, S.</string-name>
              <string-name>Luo, J.</string-name>
              <string-name>Masson, S.</string-name>
              <string-name>Jury, M.</string-name>
              <string-name>Rao, S.</string-name>
            </person-group>
            <year>2013</year>
            <pub-id pub-id-type="doi">10.1029/147gm12</pub-id>
          </element-citation>
        </citation-alternatives>
      </ref>
      <ref id="B39">
        <label>39.</label>
        <citation-alternatives>
          <mixed-citation publication-type="journal">Zhang, J., Xie, F., Ma, Z., Zhang, C., Xu, M., Wang, T. et al. (2019). Seasonal Evolution of the Quasi‐biennial Oscillation Impact on the Northern Hemisphere Polar Vortex in Winter. <italic>Journal</italic><italic>of</italic><italic>Geophysical</italic><italic>Research:</italic><italic>Atmospheres,</italic><italic>124,</italic> 12568-12586. https://doi.org/10.1029/2019jd030966 <pub-id pub-id-type="doi">10.1029/2019jd030966</pub-id><ext-link ext-link-type="uri" xlink:href="https://doi.org/10.1029/2019jd030966">https://doi.org/10.1029/2019jd030966</ext-link></mixed-citation>
          <element-citation publication-type="journal">
            <person-group person-group-type="author">
              <string-name>Zhang, J.</string-name>
              <string-name>Xie, F.</string-name>
              <string-name>Ma, Z.</string-name>
              <string-name>Zhang, C.</string-name>
              <string-name>Xu, M.</string-name>
              <string-name>Wang, T.</string-name>
            </person-group>
            <year>2019</year>
            <pub-id pub-id-type="doi">10.1029/2019jd030966</pub-id>
          </element-citation>
        </citation-alternatives>
      </ref>
      <ref id="B40">
        <label>40.</label>
        <citation-alternatives>
          <mixed-citation publication-type="other">Zhang, R., Zhou, W., Tian, W., Zhang, Y., Zhang, J., &amp; Luo, J. (2024). A Stratospheric Precursor of East Asian Summer Droughts and Floods. <italic>Nature</italic><italic>Communications,</italic><italic>15,</italic> Article No. 247. https://doi.org/10.1038/s41467-023-44445-y <pub-id pub-id-type="doi">10.1038/s41467-023-44445-y</pub-id><pub-id pub-id-type="pmid">38172117</pub-id><ext-link ext-link-type="uri" xlink:href="https://doi.org/10.1038/s41467-023-44445-y">https://doi.org/10.1038/s41467-023-44445-y</ext-link></mixed-citation>
          <element-citation publication-type="other">
            <person-group person-group-type="author">
              <string-name>Zhang, R.</string-name>
              <string-name>Zhou, W.</string-name>
              <string-name>Tian, W.</string-name>
              <string-name>Zhang, Y.</string-name>
              <string-name>Zhang, J.</string-name>
              <string-name>Luo, J.</string-name>
            </person-group>
            <year>2024</year>
            <elocation-id>No</elocation-id>
            <pub-id pub-id-type="doi">10.1038/s41467-023-44445-y</pub-id>
            <pub-id pub-id-type="pmid">38172117</pub-id>
          </element-citation>
        </citation-alternatives>
      </ref>
    </ref-list>
  </back>
</article>