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<article xmlns:xlink="http://www.w3.org/1999/xlink" xmlns:mml="http://www.w3.org/1998/Math/MathML" xmlns:oasis="http://docs.oasis-open.org/ns/oasis-exchange/table" xml:lang="en" dtd-version="3.0"><?xmltex \makeatother\@nolinetrue\makeatletter?>
  <front>
    <journal-meta><journal-id journal-id-type="publisher">ACP</journal-id><journal-title-group>
    <journal-title>Atmospheric Chemistry and Physics</journal-title>
    <abbrev-journal-title abbrev-type="publisher">ACP</abbrev-journal-title><abbrev-journal-title abbrev-type="nlm-ta">Atmos. Chem. Phys.</abbrev-journal-title>
  </journal-title-group><issn pub-type="epub">1680-7324</issn><publisher>
    <publisher-name>Copernicus Publications</publisher-name>
    <publisher-loc>Göttingen, Germany</publisher-loc>
  </publisher></journal-meta>
    <article-meta>
      <article-id pub-id-type="doi">10.5194/acp-19-2655-2019</article-id><title-group><article-title>Implication of tropical lower stratospheric cooling in recent trends in
tropical circulation and deep convective activity</article-title><alt-title>Stratospheric cooling trend and convection</alt-title>
      </title-group><?xmltex \runningtitle{Stratospheric cooling trend and convection}?><?xmltex \runningauthor{K.~Kodera et al.}?>
      <contrib-group>
        <contrib contrib-type="author" corresp="yes" rid="aff1">
          <name><surname>Kodera</surname><given-names>Kunihiko</given-names></name>
          <email>kodera.kk@gmail.com</email>
        <ext-link>https://orcid.org/0000-0003-4028-0919</ext-link></contrib>
        <contrib contrib-type="author" corresp="no" rid="aff2">
          <name><surname>Eguchi</surname><given-names>Nawo</given-names></name>
          
        </contrib>
        <contrib contrib-type="author" corresp="no" rid="aff3">
          <name><surname>Ueyama</surname><given-names>Rei</given-names></name>
          
        </contrib>
        <contrib contrib-type="author" corresp="no" rid="aff1 aff4">
          <name><surname>Kuroda</surname><given-names>Yuhji</given-names></name>
          
        <ext-link>https://orcid.org/0000-0002-8032-6136</ext-link></contrib>
        <contrib contrib-type="author" corresp="no" rid="aff1">
          <name><surname>Kobayashi</surname><given-names>Chiaki</given-names></name>
          
        <ext-link>https://orcid.org/0000-0001-5533-9157</ext-link></contrib>
        <contrib contrib-type="author" corresp="no" rid="aff5">
          <name><surname>Funatsu</surname><given-names>Beatriz M.</given-names></name>
          
        </contrib>
        <contrib contrib-type="author" corresp="no" rid="aff6">
          <name><surname>Claud</surname><given-names>Chantal</given-names></name>
          
        </contrib>
        <aff id="aff1"><label>1</label><institution>Climate Research Department, Meteorological Research Institute, Tsukuba, 305-0052, Japan</institution>
        </aff>
        <aff id="aff2"><label>2</label><institution>Research Institute for Applied Mechanics, Kyushu University, Kasuga, 816-8580, Japan</institution>
        </aff>
        <aff id="aff3"><label>3</label><institution>Earth Science Division, Atmospheric Science Branch, NASA Ames Research Center, Moffett Field, CA 94035-0001, USA</institution>
        </aff>
        <aff id="aff4"><label>4</label><institution>Meteorological College, Japan Meteorological Agency, Kashiwa, 277-0852, Japan</institution>
        </aff>
        <aff id="aff5"><label>5</label><institution>CNRS, Université de Nantes, UMR 6554 LETG, Campus du Tertre,
Nantes, 44312, France</institution>
        </aff>
        <aff id="aff6"><label>6</label><institution>Laboratoire de Météorologie Dynamique, Ecole Polytechnique,
Palaiseau, 91128, France</institution>
        </aff>
      </contrib-group>
      <author-notes><corresp id="corr1">Kunihiko Kodera (kodera.kk@gmail.com)</corresp></author-notes><pub-date><day>28</day><month>February</month><year>2019</year></pub-date>
      
      <volume>19</volume>
      <issue>4</issue>
      <fpage>2655</fpage><lpage>2669</lpage>
      <history>
        <date date-type="received"><day>4</day><month>February</month><year>2018</year></date>
           <date date-type="rev-request"><day>16</day><month>February</month><year>2018</year></date>
           <date date-type="rev-recd"><day>5</day><month>January</month><year>2019</year></date>
           <date date-type="accepted"><day>2</day><month>February</month><year>2019</year></date>
      </history>
      <permissions>
        <copyright-statement>Copyright: © 2019 Kunihiko Kodera et al.</copyright-statement>
        <copyright-year>2019</copyright-year>
      <license license-type="open-access"><license-p>This work is licensed under the Creative Commons Attribution 4.0 International License. To view a copy of this licence, visit <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 xlink:href="https://acp.copernicus.org/articles/19/2655/2019/acp-19-2655-2019.html">This article is available from https://acp.copernicus.org/articles/19/2655/2019/acp-19-2655-2019.html</self-uri><self-uri xlink:href="https://acp.copernicus.org/articles/19/2655/2019/acp-19-2655-2019.pdf">The full text article is available as a PDF file from https://acp.copernicus.org/articles/19/2655/2019/acp-19-2655-2019.pdf</self-uri>
      <abstract><title>Abstract</title>
    <p id="d1e169">Large changes in tropical circulation from the mid-to-late 1990s to the
present, in particular changes related to the summer monsoon and cooling of
the sea surface in the equatorial eastern Pacific, are noted. The cause of
such recent decadal variations in the tropics was studied using a
meteorological reanalysis dataset. Cooling of the equatorial southeastern
Pacific Ocean occurred in association with enhanced cross-equatorial
southerlies that were associated with a strengthening of the deep ascending branch
of the boreal summer Hadley circulation over the continental sector connected
to stratospheric circulation. From boreal summer to winter, the anomalous
convective activity center moves southward following the seasonal march to
the equatorial Indian Ocean–Maritime Continent region, which strengthens the
surface easterlies over the equatorial central Pacific. Accordingly, ocean
surface cooling extends over the equatorial central Pacific. We suggest that
the fundamental cause of the recent decadal change in the tropical
troposphere and the ocean is a poleward shift of convective activity that
resulted from a strengthening of extreme deep convection penetrating into the
tropical tropopause layer, particularly over the African and Asian continents
and adjacent oceans. We conjecture that the increase in extreme deep
convection is produced by a combination of land surface warming due to
increased <inline-formula><mml:math id="M1" display="inline"><mml:mrow class="chem"><mml:msub><mml:mi mathvariant="normal">CO</mml:mi><mml:mn mathvariant="normal">2</mml:mn></mml:msub></mml:mrow></mml:math></inline-formula>  and a reduction of static stability in the tropical
tropopause layer due to tropical stratospheric cooling.</p>
  </abstract>
    </article-meta>
  </front>
<body>
      

      <?xmltex \hack{\newpage}?>
<sec id="Ch1.S1" sec-type="intro">
  <title>Introduction</title>
      <p id="d1e192">Large changes in tropical circulation occurred from the
mid-to-late 1990s to the present, in particular changes related to the summer
monsoon and cooling of the sea surface in the equatorial eastern Pacific.
Such a decrease in the tropical east Pacific sea surface temperature (SST)
has been associated with a slowdown, or hiatus, of global warming (Kosaka and
Xie, 2013; England et al., 2014; Trenberth et al., 2014; Watanabe et
al., 2014). Changes were also found in the advancement of the onset of the
Asian summer monsoon (Kajikawa et al., 2012; Gautam and Regmi, 2013; Xiang
and Wang, 2013; Yun et al., 2014) and an increase in precipitation over the
Sahel in West Africa (Fontaine et al., 2011; Brandt et al., 2014; Maidment et
al., 2015; Diawara et al., 2016). An increase in precipitation in southern
Africa was also observed during austral summer (Vizy and Cook, 2016). In
addition to these large-scale circulation changes, variations occurred in
mesoscale phenomena such as an increase in mesoscale convective systems
(MCSs) over the Sahel (Taylor et al., 2017). A relationship between
tropopause layer cooling and tropical cyclone activity in the Atlantic has
also been suggested (Emanuel et al., 2013). Indeed, recent numerical model
studies show that cooling of the tropopause, as well as SSTs, impacts the
intensity of tropical storms (Ramsay, 2013; Wang et al., 2014). In this
respect, the recent cooling of the tropical tropopause and lower stratosphere
from around 2000 (Randel<?pagebreak page2656?> et al., 2006; Randel and Jensen, 2013) should be
investigated together with tropical tropospheric change.</p>
      <p id="d1e195">The importance of the Pacific Decadal Oscillation (PDO) to decadal changes
in global temperature and precipitation has been noted previously (Meehl et
al., 2013; Dong and Dai, 2015; Trenberth, 2015). The most recent hiatus in
global warming ended around 2013 followed by a strong warming due to an El
Niño event in 2015 (Hu and Fedorov, 2017; Liu and Zhou, 2017; Urabe et
al., 2017; Xie and Kosaka, 2017). However, the El Niño of 2015/16
differed from the large 1997/98 El Niño, which involved less warming in
the eastern Pacific (Paek et al., 2017), conforming to a trend in increasing
intensity of central Pacific-type El Niños (Kao and Yu, 2009; Johnson,
2013). In this sense, the anomalous tropical circulation from the
mid-1990s to late 1990s did not terminate with the hiatus around 2013 but still
persists today. Similarly, the northward shift of the convective zone in
boreal summer continues, as shown below.</p>
      <p id="d1e198">Multidecadal variations in the atmosphere–ocean coupled mode, such as the
Atlantic Multidecadal Oscillation, have also been proposed as a cause of
recent changes in the tropics (Wang et al., 2013; Kamae et al., 2017). Kamae et
al. (2017) studied the impact of SSTs in various oceanic basins on recent
trends in monsoon precipitation using a coupled ocean model. They were able
to reproduce the recent increasing trend in monsoon rainfall in the Northern
Hemisphere (NH), except for the Asian monsoon, with changes in Atlantic SST.
Atlantic SSTs, however, have practically no effect on the African or
Australian monsoons in the Southern Hemisphere (SH). Another difference from
observations is that the simulated increase in rainfall occurs mainly over
the oceans and at low latitudes between the Equator and 15<inline-formula><mml:math id="M2" display="inline"><mml:msup><mml:mi/><mml:mo>∘</mml:mo></mml:msup></mml:math></inline-formula> N rather
than the observed increase over continents between around 10 and
20<inline-formula><mml:math id="M3" display="inline"><mml:msup><mml:mi/><mml:mo>∘</mml:mo></mml:msup></mml:math></inline-formula> N (see Fig. 3 of Kamae et al., 2017). Thus, it is difficult to
attribute recent global trends to a regional mode of decadal oceanic
variation alone. In this paper, we suggest that the fundamental cause of the
recent decadal trend in the tropics from around 1999 is not the PDO but
rather a strengthening of the deep ascending branch of the summertime Hadley
circulation associated with a cooling in the lower stratosphere and a warming
in the troposphere.</p>
      <p id="d1e219">One of the components of the recent tropical circulation change is an
expansion of the tropics (e.g., Davis and Rosenlof, 2012; Lucas et al., 2013;
Hu et al., 2018; Byrne et al., 2018). Tropical expansion has been linked to
changes in the descending branch of the Hadley cell in the subtropics (Kang
and Polvani, 2011), but other potential mechanisms include changes in SST and
in the vertical temperature structure of the troposphere, an overall increase
in tropopause height, the internal variability in the climate system, and
possibly stratospheric climate change (Seidel et al., 2007). Among the
studies on tropical expansion those on the role of the tropical SST (Allen et
al., 2014; Amaya
et al., 2018) may be relevant to the present study. However, as will be shown
later, a decadal ocean variability such as PDO may not be a fundamental
factor which produces recent decadal trends in boreal summer. For the purposes
of this paper we assume that the changes that we discuss are not directly
related to those associated with tropical expansion.</p>
      <p id="d1e223">Global climate change involves diverse aspects from the stratosphere to the
ocean, from the polar region to the tropics, and from monsoons to severe
storms. Each of these elements, as well as their relationships to each other and their roles in
global climate change, should be investigated independently in great
detail. Without the latter, we will be unable to see the “big
picture”. Stratospheric variation has generally been treated as a problem
separate from recent surface climate change. The goal of this study is to
provide a framework for assembling these diverse pieces of the climate-change
puzzle by investigating the connection between the atmosphere and ocean in
the tropics.</p>
      <p id="d1e226">The remainder of this paper is organized as follows. The data used in this
study are presented in Sect. 2, and the results of our analysis are given in
Sect. 3. A summary and discussion of the causes of recent climate changes in
the
tropics are presented in Sect. 4.</p>
</sec>
<sec id="Ch1.S2">
  <title>Data</title>
      <p id="d1e235">We use meteorological reanalysis data produced by the Japan Meteorological
Agency (JMA), JRA-55 (Kobayashi et al., 2015). A large discontinuity was
found at the end of the 1990s in a previous reanalysis product, JRA-25, when
the TIROS Operational Vertical Sounder (TOVS) on board the National Oceanic
and Atmospheric Administration (NOAA) satellite was switched to Advanced
TOVS (ATOVS; Li et al., 2000). This discontinuity has largely been removed
in the JRA-55 reanalysis (Kobayashi et al., 2015).</p>
      <p id="d1e238">Outgoing longwave radiation (OLR) data provided by NOAA are widely used in
analyses of convective activity in the tropics. In the present study, we use
monthly mean OLR data (<inline-formula><mml:math id="M4" display="inline"><mml:mrow><mml:mn mathvariant="normal">1</mml:mn><mml:msup><mml:mi/><mml:mo>∘</mml:mo></mml:msup><mml:mspace linebreak="nobreak" width="0.125em"/><mml:mo>×</mml:mo><mml:mn mathvariant="normal">1</mml:mn><mml:msup><mml:mi/><mml:mo>∘</mml:mo></mml:msup></mml:mrow></mml:math></inline-formula> latitude–longitude
resolution) derived from the High-Resolution Infrared Radiation Sounder
(HIRS) (Lee et al., 2007). An analysis of the precipitation is performed
using Global Precipitation Climatology Project (GPCP) monthly mean data
version 2.3 (Adler et al., 2003). Monthly mean gridded SST data from COBE
with <inline-formula><mml:math id="M5" display="inline"><mml:mrow><mml:mn mathvariant="normal">1</mml:mn><mml:msup><mml:mi/><mml:mo>∘</mml:mo></mml:msup><mml:mspace width="0.125em" linebreak="nobreak"/><mml:mo>×</mml:mo><mml:mn mathvariant="normal">1</mml:mn><mml:msup><mml:mi/><mml:mo>∘</mml:mo></mml:msup></mml:mrow></mml:math></inline-formula> grid cells compiled by the JMA (Ishii et
al., 2005) are used for the study of ocean surface change.</p>
      <p id="d1e283">In the case of extreme deep convection, a strong updraft further penetrates
beyond the level of neutral buoyancy and overshoots into the tropical
tropopause layer (TTL). Such tropical overshooting clouds (COV) were
identified using the diagnostics developed by Hong et al. (2005), which are
based on brightness temperature differences measured by three high-frequency
channels of the Advanced Microwave Sensing Unit (AMSU) module B or the
Microwave Humidity Sensor (MHS). Data are from NOAA and MetOp satellites with
periods of 2007–2013 for MetOp-A and 2014–2017 for<?pagebreak page2657?> MetOp-B. Their
equatorial crossing times are nearly identical (see Fig. 1 of Funatsu et
al., 2016). The original data calculated on a <inline-formula><mml:math id="M6" display="inline"><mml:mrow><mml:mn mathvariant="normal">0.25</mml:mn><mml:msup><mml:mi/><mml:mo>∘</mml:mo></mml:msup><mml:mspace width="0.125em" linebreak="nobreak"/><mml:mo>×</mml:mo><mml:mn mathvariant="normal">0.25</mml:mn></mml:mrow></mml:math></inline-formula><inline-formula><mml:math id="M7" display="inline"><mml:msup><mml:mi/><mml:mo>∘</mml:mo></mml:msup></mml:math></inline-formula> grid were resampled to a coarse one of <inline-formula><mml:math id="M8" display="inline"><mml:mrow><mml:mn mathvariant="normal">2.25</mml:mn><mml:msup><mml:mi/><mml:mo>∘</mml:mo></mml:msup><mml:mspace width="0.125em" linebreak="nobreak"/><mml:mo>×</mml:mo><mml:mn mathvariant="normal">2.25</mml:mn><mml:msup><mml:mi/><mml:mo>∘</mml:mo></mml:msup></mml:mrow></mml:math></inline-formula> grid for plotting. The number density of COVs is defined as
the total number of COVs detected in each <inline-formula><mml:math id="M9" display="inline"><mml:mrow><mml:mn mathvariant="normal">2.25</mml:mn><mml:msup><mml:mi/><mml:mo>∘</mml:mo></mml:msup><mml:mspace linebreak="nobreak" width="0.125em"/><mml:mo>×</mml:mo><mml:mn mathvariant="normal">2.25</mml:mn><mml:msup><mml:mi/><mml:mo>∘</mml:mo></mml:msup></mml:mrow></mml:math></inline-formula> bin divided by the MetOp–MHS total pixel number to remove
sampling bias, with units of parts per thousand.</p>
      <p id="d1e353">The climatology is defined here as the 30-year mean from 1981 to 2010. The
exact starting dates of the recent decadal change are difficult to determine,
on the one hand, due to the interannual variability (such as the El Niño
events) and variable-dependent characteristics of change. For example, while
some variables show a stepwise transition, others show a more gradual change.
In the present study, we define the recent decadal change as the 1999–2016
mean anomalies from the 30-year (1981–2010) mean unless otherwise specified.
By selecting the year 1999 as the starting year, we excluded the extremely
large 1997/98 El Niño event from the recent period.</p>
      <p id="d1e357">Seven El Niño events after 1979 are identified by the JMA based on
6-monthly mean SSTs in the Niño 3 sector (5<inline-formula><mml:math id="M10" display="inline"><mml:msup><mml:mi/><mml:mo>∘</mml:mo></mml:msup></mml:math></inline-formula> S–5<inline-formula><mml:math id="M11" display="inline"><mml:msup><mml:mi/><mml:mo>∘</mml:mo></mml:msup></mml:math></inline-formula> N,
150–90<inline-formula><mml:math id="M12" display="inline"><mml:msup><mml:mi/><mml:mo>∘</mml:mo></mml:msup></mml:math></inline-formula> W; available at
<uri>http://ds.data.jma.go.jp/gmd/tcc/tcc/products/elnino/ensoevents.html</uri>).
In this study, we define the NH cold seasons of 1982/83, 1986/87, 1991/92,
1997/98, 2002/03, 2009/10, and 2015/16 as El Niño winters.</p>
</sec>
<sec id="Ch1.S3">
  <title>Results</title>
<sec id="Ch1.S3.SS1">
  <title>Recent decadal change</title>
      <p id="d1e401">The recent change of tropical convective activity is identified from
the July–August–September (JAS) 1999–2016 mean
anomalous OLR relative to the 30-year climatology (1981–2010; Fig. 1a).
Increase in convective activity occurs over the African and Asian summer
monsoon regions. Deep convective activity reaching the TTL in boreal summer
is located primarily over the continents and their adjacent ocean north of
10<inline-formula><mml:math id="M13" display="inline"><mml:msup><mml:mi/><mml:mo>∘</mml:mo></mml:msup></mml:math></inline-formula> N (see, e.g., Fig. 2 in Liu and Zipser, 2005). It should be
noted that the climatological mean streamlines around 15<inline-formula><mml:math id="M14" display="inline"><mml:msup><mml:mi/><mml:mo>∘</mml:mo></mml:msup></mml:math></inline-formula> N are
connected to the stratosphere by crossing the tropopause (100 hPa) in boreal
summer (see, e.g., Fig. 3 of Seviour et al., 2012). In the present study, we
call this part of the ascending branch of the Hadley circulation that
penetrates the lower stratosphere the “deep ascending branch”. Because the
latitudinal location of the extreme deep convective zone is higher than that
of the oceanic Intertropical Convergence Zone (ITCZ), enhancement of
convective activity of this continental sector appears as a poleward shift in
convective activity in the zonal-mean field (Fig. 1b): whereas the
climatological OLR peaks around 10<inline-formula><mml:math id="M15" display="inline"><mml:msup><mml:mi/><mml:mo>∘</mml:mo></mml:msup></mml:math></inline-formula> N, the anomalous OLR of the
recent period has a maximum around 15<inline-formula><mml:math id="M16" display="inline"><mml:msup><mml:mi/><mml:mo>∘</mml:mo></mml:msup></mml:math></inline-formula> N.</p>

      <?xmltex \floatpos{p}?><fig id="Ch1.F1" specific-use="star"><label>Figure 1</label><caption><p id="d1e442"><bold>(a)</bold> Climatological (1981–2010) JAS mean OLR (contours:
240, 220, and 200 W m<inline-formula><mml:math id="M17" display="inline"><mml:msup><mml:mi/><mml:mrow><mml:mo>-</mml:mo><mml:mn mathvariant="normal">2</mml:mn></mml:mrow></mml:msup></mml:math></inline-formula>) and anomalous JAS
OLR (departures from climatology)
during 1999–2016 (color shading); <bold>(b)</bold> zonal-mean profiles of
<bold>(a)</bold>: anomalies from climatology (left) and climatology (right);
<bold>(c)</bold> anomalous OLR as in <bold>(a)</bold> and (<bold>b</bold>, left) but for
2002–2007; <bold>(d)</bold> anomalous OLR as in <bold>(a)</bold> and (<bold>b</bold>,
left) but for 2008–2013, and anomalous July–September SST (departures from
climatology) for <bold>(e)</bold> 2002–2007 and <bold>(f)</bold> 2008–2013.</p></caption>
          <?xmltex \igopts{width=398.338583pt}?><graphic xlink:href="https://acp.copernicus.org/articles/19/2655/2019/acp-19-2655-2019-f01.jpg"/>

        </fig>

      <p id="d1e496">There is a close relationship between the location of the seasonally varying
tropical convective active zone and cold tongues in the oceans. Convective
activity shifts northward during boreal summer. Accordingly, cross-equatorial
winds west of the American and African continents increase, which leads to a
decrease in SSTs along coastal regions during boreal summer as a part of a
seasonal cycle. The primary cause of cold tongues in tropical SSTs is the
shape of the continents, the air–sea interaction, and the location of the
rising branch of the Hadley circulation, as described by Xie and Philander
(1994) and Xie (2004). We suggest in this paper that changes in the
meridional circulation can similarly affect equatorial eastern Pacific SSTs
by modulating the cross-equatorial winds, as depicted in Fig. 2.</p>

      <?xmltex \floatpos{p}?><fig id="Ch1.F2" specific-use="star"><label>Figure 2</label><caption><p id="d1e502"><bold>(a)</bold> JAS and <bold>(b)</bold> OND mean anomalous OLR for
1999–2016; <bold>(c)</bold> JAS and <bold>(d)</bold> OND mean anomalous horizontal
winds at 925 hPa (arrows) for 1999–2016 superimposed on anomalous SSTs
(color shading) with a 1-month lag (i.e., ASO and NDJ, respectively).</p></caption>
          <?xmltex \igopts{width=341.433071pt}?><graphic xlink:href="https://acp.copernicus.org/articles/19/2655/2019/acp-19-2655-2019-f02.jpg"/>

        </fig>

      <p id="d1e522">In order to investigate whether the northward shift in the convective zone is
driven by the PDO, anomalous OLR during the two periods of neutral and
negative phases of the PDO is shown in Fig. 1c and d with anomalous SSTs
during those periods (Fig. 1e and f). A characteristic horseshoe pattern in
northern Pacific SST is evident during the negative phase of the PDO.
Anomalous OLR indicates that convective activity is enhanced along
15–20<inline-formula><mml:math id="M18" display="inline"><mml:msup><mml:mi/><mml:mo>∘</mml:mo></mml:msup></mml:math></inline-formula> N irrespective of the phase of the PDO, except for the
sector under the direct influence of the PDO in the eastern Pacific, where
cooling is greater during the negative phase. However, even during the
neutral phase of the PDO, negative anomalies in SST exist in the tropics west
of South America. This suggests that SST cooling west of South America is not
driven solely by the PDO but is related to stronger cross-equatorial winds
that we hypothesize are connected to an enhanced convective activity over the
African–Asian sector.</p>
      <p id="d1e534">The atmospheric circulation and SST changes associated with the convective
activity are depicted in Fig. 2. The spatial structure of the recent decadal
trend varies with the season. The top panels show the 1999–2016 mean
anomalous OLR during (a) JAS and (b) October, November, and December (OND). Because the response of SST follows the atmospheric circulation,
anomalous SSTs during the following month (i.e., August, September, and
October, ASO, and November, December, and January, NDJ) are displayed in
Fig. 2c and d. During JAS, the anomalous cross-equatorial flow west of South
America intensifies following a poleward shift in convectively active
regions. The cross-equatorial flow changes from westward to eastward when it
crosses the Equator, following the change in sign of the Coriolis force. This
results in a strengthening of the climatological easterlies in the SH and
enhances anomalous convergence near New Guinea. In contrast, easterlies are
weakened in the NH, which explains the warming (cooling) north (south) of the
Equator. Such a meridional seesaw of anomalous SSTs and cross-equatorial flow
suggests an important role for wind–evaporation–SST (WES) feedback (Xie and
Philander, 1994) in recent trends. The center of anomalous negative OLR moves
to the equatorial eastern Indian Ocean from boreal summer to autumn, which
results in a strengthening of anomalous easterlies over the equatorial
central Pacific and a westward extension of low SSTs over the Equator.</p>
</sec>
<?pagebreak page2659?><sec id="Ch1.S3.SS2">
  <title>Ascending branch of the Hadley circulation</title>
      <p id="d1e543">The Hadley circulation is usually represented by a pair of thermally direct
cells, symmetric about the Equator, with rising motion over the equatorial
belt and sinking motion over the subtropics, with noticeable seasonal
variability (e.g., Dima and Wallace, 2003). The mean meridional circulation
driven by extreme deep convection further penetrates up to the tropical
tropopause (Liu and Zipser, 2005). Here we first investigate the different
modes of variability in mean meridional circulation and their relationship
with Hadley cells during the boreal summer, focusing on the vertical
structure including the lower stratosphere.</p>
      <p id="d1e546">Because large detrainment occurs from deep convective clouds near the cloud
top, a combination of the vertical velocity and horizontal divergence may
indicate large-scale circulation related with deep convective activity.
Therefore, a singular value decomposition (SVD) analysis (Kuroda, 1998) was
conducted using the normalized covariance matrix between zonal-mean pressure
vertical velocity (<inline-formula><mml:math id="M19" display="inline"><mml:mi mathvariant="italic">ω</mml:mi></mml:math></inline-formula>) and horizontal air divergence for
July–August–September (JAS) 1979–2016. The value at each grid point was
weighted by the vertical-layer thickness and the cosine of the latitude in
the meridional direction. The SVD calculations were performed from 700 to
30 hPa levels, but to obtain a general view of the entire troposphere the
heterogeneous correlation was extended down to 1000 hPa. Results for the
three SVD leading modes are presented in Fig. 3.</p>

      <?xmltex \floatpos{t}?><fig id="Ch1.F3" specific-use="star"><label>Figure 3</label><caption><p id="d1e558">Singular value decomposition analysis of the zonal-mean anomalous
horizontal divergence and anomalous pressure vertical velocity in the tropics
(Equator–30<inline-formula><mml:math id="M20" display="inline"><mml:msup><mml:mi/><mml:mo>∘</mml:mo></mml:msup></mml:math></inline-formula> N)
during JAS from 1979 to 2016: from left to right, SVD 1, SVD 2, and SVD 3.
<bold>(a)</bold> Heterogeneous correlation map of horizontal divergence.
<bold>(b)</bold> Same as <bold>(a)</bold>, except for the pressure vertical velocity
map. <bold>(c)</bold> Time coefficients (black: divergence; red:
pressure vertical velocity).
Right-hand-side arrows indicate the levels used in
the SVD calculations. Streamlines in <bold>(a)</bold> indicate mass stream
function of the climatological residual mean meridional circulation
(streamlines are plotted with logarithmic scaling: <inline-formula><mml:math id="M21" display="inline"><mml:mrow><mml:mo>±</mml:mo><mml:mn mathvariant="normal">0.1</mml:mn><mml:mo>,</mml:mo><mml:mn mathvariant="normal">0.2</mml:mn><mml:mo>,</mml:mo><mml:mn mathvariant="normal">0.5</mml:mn><mml:mo>,</mml:mo><mml:mn mathvariant="normal">1</mml:mn><mml:mo>,</mml:mo><mml:mn mathvariant="normal">2</mml:mn><mml:mo>,</mml:mo><mml:mn mathvariant="normal">5</mml:mn><mml:mo>,</mml:mo><mml:mn mathvariant="normal">10</mml:mn><mml:mo>,</mml:mo><mml:mn mathvariant="normal">20</mml:mn><mml:mo>,</mml:mo><mml:mn mathvariant="normal">50</mml:mn><mml:mo>,</mml:mo><mml:mn mathvariant="normal">100</mml:mn><mml:mspace width="0.125em" linebreak="nobreak"/><mml:mi mathvariant="normal">…</mml:mi><mml:mspace linebreak="nobreak" width="0.125em"/><mml:mo>×</mml:mo><mml:msup><mml:mn mathvariant="normal">10</mml:mn><mml:mn mathvariant="normal">10</mml:mn></mml:msup></mml:mrow></mml:math></inline-formula> kg s<inline-formula><mml:math id="M22" display="inline"><mml:msup><mml:mi/><mml:mrow><mml:mo>-</mml:mo><mml:mn mathvariant="normal">1</mml:mn></mml:mrow></mml:msup></mml:math></inline-formula>). Open circles
in <bold>(c)</bold> indicate an El Niño event.</p></caption>
          <?xmltex \igopts{width=341.433071pt}?><graphic xlink:href="https://acp.copernicus.org/articles/19/2655/2019/acp-19-2655-2019-f03.jpg"/>

        </fig>

      <p id="d1e666">Figure 3a shows that the centers of actions in the divergence field are
located in the upper troposphere around 200 hPa for SVD 1 and 3, whereas in
the case of SVD 2 it is located around the tropopause at 100 hPa.
Accordingly, the vertical velocity fields of SVD 1 and 3 are confined within
the troposphere, but that of SVD 2 is extended from the TTL to the lower
stratosphere. It is also noticeable that SVD 1 and 3 show a similar structure
of a meridional seesaw in divergence and vertical velocity fields, except
that the horizontal scale of SVD 3 is about half of SVD 1.</p>
      <p id="d1e670">The mass stream function of the climatological residual mean meridional
circulation (Kobayashi and Iwasaki, 2016) was examined (Fig. 3a) in order to
investigate the correspondence between the climatological Hadley circulation.
For convenience, streamlines related to the closed cells in the troposphere,
and those extending to the stratosphere (i.e., deep ascending branch), are
displayed separately. The results suggest that SVD 1 and 3 represent changes
in the strength and meridional shift of the rising branch of Hadley cells.
For SVD 2, however, the picture is different: negative values of vertical
velocity field in SVD 2 are located along the climatological streamlines
connected to the stratosphere, suggesting a strengthening of vertical
velocity around the climatological deep ascending branch of the Hadley cell.
The different nature of SVD 2 from that of SVD 1 and 3 is also apparent in
their time coefficients: an increasing trend is prominent for SVD 2, while
for SVD 1 and 3 there is large year-to-year variation. In addition, the
amplitude of the interannual variation in the time series of SVD 1 and 3
shows
a decadal change. In the case of SVD 1, negative values became smaller from
the beginning of the 2000s, whereas in the case of SVD 3 negative values
become larger from the end of the 1990s. This almost simultaneous change in
the amplitude and a similarity in spatial structure suggest the possibility
that a decadal variation in the spatial structure of the same phenomenon is
represented by two SVD modes.</p>
      <p id="d1e673">Correlation coefficients between the time coefficients of the divergence
component of each SVD mode and the OLR, divergence at 925 hPa, and surface
(2 m) air temperature are shown in Fig. 4. (For easier comparison
correlation with SVD 1 time coefficients are displayed above those of SVD 3.)
SVD 2 has quite different characteristics compared to SVD 1 and 3: reinforced
negative OLR (that is, of convective activity) does not coincide with the
region of higher surface temperature as in SVD 1 and 3. Surface temperature
does not change or even decrease in some part over the African–Asian
continental sector. It is also noted that the enhanced convective zone over the
continental sector shows little relationship with the convergence near the
surface. SVD 1 is easily identified as a phenomenon related to the El Niño–Southern Oscillation (ENSO) with large
amplitude in the surface temperature and OLR over the equatorial eastern
Pacific. This is in agreement with results from the times series shown in
Fig. 3c for SVD 1, which shows that peaks in the time series coincide with
the occurrence of the El Niño (dots). Surface temperature and divergence
maps of SVD 3 show a meridional seesaw in the tropical northeastern Pacific.
Such a pattern suggests that SVD 3 is related with the Pacific meridional mode
(PMM) (Chiang and Vimont, 2004) or the central Pacific ENSO (Stuecker, 2018).
The above results support the rationale that the decadal evolution of
ENSO-related variation is represented by two SVD modes 1 and 3.</p>

      <?xmltex \floatpos{t}?><fig id="Ch1.F4" specific-use="star"><label>Figure 4</label><caption><p id="d1e678">Correlation coefficient between time series of divergence component
of each SVD mode and <bold>(a)</bold> OLR, <bold>(b)</bold> horizontal divergence at
925 hPa, and <bold>(c)</bold> surface temperature, at each grid. Each panel in
<bold>(a, b, c)</bold> shows a correlation map of SVD 2, SVD 1, and SVD 3, from top
to bottom.</p></caption>
          <?xmltex \igopts{width=341.433071pt}?><graphic xlink:href="https://acp.copernicus.org/articles/19/2655/2019/acp-19-2655-2019-f04.jpg"/>

        </fig>

      <p id="d1e699">The present analysis suggests that the variability in the deep ascending zone
represented by SVD 2 is a linearly independent mode from that related to the
oceanic ITCZ, represented by SVD 1 and 3. However, the climate system is
highly nonlinear. Therefore, changes in the deep ascending branch of the
Hadley circulation such as those represented in SVD2 could modulate the ITCZ
over the oceanic sector through induced changes in cross-equatorial winds as
suggested in Fig. 2.</p>
</sec>
<sec id="Ch1.S3.SS3">
  <title>Variations over continents and oceans</title>
      <?pagebreak page2660?><p id="d1e708">In the analysis above, two different features of decadal variability are
evident, over oceanic and continental sectors. According to our hypothesis
the former corresponds to the variability in oceanic ITCZ constituting the
main ascending branch of the Hadley cells, and the latter is related to the
deep ascending branches of the Hadley circulation connected to the
stratosphere. Here we examine variations over the African continental
(10<inline-formula><mml:math id="M23" display="inline"><mml:msup><mml:mi/><mml:mo>∘</mml:mo></mml:msup></mml:math></inline-formula> W–40<inline-formula><mml:math id="M24" display="inline"><mml:msup><mml:mi/><mml:mo>∘</mml:mo></mml:msup></mml:math></inline-formula> E) and Pacific Ocean (170–120<inline-formula><mml:math id="M25" display="inline"><mml:msup><mml:mi/><mml:mo>∘</mml:mo></mml:msup></mml:math></inline-formula> W)
sectors to reveal the most prominent characteristics in each region. The
climatological annual cycle in zonal-mean pressure vertical velocity at
300 hPa for each region is depicted in Figs. 5a and 6a. A region of
enhanced convective activity migrates north and south over the African
continent following the seasonal variation in solar heating (Fig. 5a). It
should be noted that the evolution of the convective zone includes a jump
during the summer monsoon season (Hagos and Cook, 2007). Over the Pacific
Ocean, the convective zone shows only a small latitudinal displacement and is
located in the NH near 5–10<inline-formula><mml:math id="M26" display="inline"><mml:msup><mml:mi/><mml:mo>∘</mml:mo></mml:msup></mml:math></inline-formula> N throughout the year (Fig. 6a).
Latitude–time cross sections of the 3-monthly mean anomalous (departures
from the 1981–2010 climatology) 300 hPa vertical velocities are shown for
February 1979 to November 2016 over the African sector in Fig. 5b. The
vertical velocity increases from the mid-1990s in both hemispheres around
10–20<inline-formula><mml:math id="M27" display="inline"><mml:msup><mml:mi/><mml:mo>∘</mml:mo></mml:msup></mml:math></inline-formula> in latitude, which according to our hypothesis corresponds to
the location of the deep ascending branch in summertime Hadley circulation.
Accordingly, the annual mean precipitation over Africa has increased during
the recent period (1999–2016) in both hemispheres over the Sahel and Namibia
(Fig. 5c).</p>

      <?xmltex \floatpos{t}?><fig id="Ch1.F5" specific-use="star"><label>Figure 5</label><caption><p id="d1e758"><bold>(a)</bold> Latitude–time section of the climatological zonal-mean
pressure vertical velocity at 300 hPa averaged over the African sector
(10<inline-formula><mml:math id="M28" display="inline"><mml:msup><mml:mi/><mml:mo>∘</mml:mo></mml:msup></mml:math></inline-formula> W–40<inline-formula><mml:math id="M29" display="inline"><mml:msup><mml:mi/><mml:mo>∘</mml:mo></mml:msup></mml:math></inline-formula> E), <bold>(b)</bold> latitude–time section of
monthly mean anomalous pressure vertical velocity from February 1979 to
November 2016, and <bold>(c)</bold> latitude–longitude map of annual mean
anomalous precipitation during 1999–2016 over the African sector. A
3-month running mean is applied in <bold>(b)</bold>.</p></caption>
          <?xmltex \igopts{width=369.885827pt}?><graphic xlink:href="https://acp.copernicus.org/articles/19/2655/2019/acp-19-2655-2019-f05.jpg"/>

        </fig>

      <?xmltex \floatpos{t}?><fig id="Ch1.F6" specific-use="star"><label>Figure 6</label><caption><p id="d1e798"><bold>(a–c)</bold> Same as Fig. 5 but for the eastern Pacific
Niño 3.4 (170–120<inline-formula><mml:math id="M30" display="inline"><mml:msup><mml:mi/><mml:mo>∘</mml:mo></mml:msup></mml:math></inline-formula> W) sector; <bold>(d)</bold> monthly mean
anomalous meridional wind component around the Equator
(5<inline-formula><mml:math id="M31" display="inline"><mml:msup><mml:mi/><mml:mo>∘</mml:mo></mml:msup></mml:math></inline-formula> S–5<inline-formula><mml:math id="M32" display="inline"><mml:msup><mml:mi/><mml:mo>∘</mml:mo></mml:msup></mml:math></inline-formula> N) over the Niño 3.4 sector;
<bold>(e)</bold> similar to <bold>(a)</bold> but for the time–longitude section of
OLR around the Equator (5<inline-formula><mml:math id="M33" display="inline"><mml:msup><mml:mi/><mml:mo>∘</mml:mo></mml:msup></mml:math></inline-formula> S–5<inline-formula><mml:math id="M34" display="inline"><mml:msup><mml:mi/><mml:mo>∘</mml:mo></mml:msup></mml:math></inline-formula> N) over the Indian
Ocean–Pacific sector; <bold>(f)</bold> same as <bold>(d)</bold> but for the zonal
wind component in the tropical SH (10–5<inline-formula><mml:math id="M35" display="inline"><mml:msup><mml:mi/><mml:mo>∘</mml:mo></mml:msup></mml:math></inline-formula> S);
<bold>(g)</bold> monthly mean anomalous SST over the Niño 3.4 sector. Eastern
Pacific (EP), central Pacific (CP), and mixed-type (MX) El Niño events
are indicated (Paek et al., 2017).</p></caption>
          <?xmltex \igopts{width=369.885827pt}?><graphic xlink:href="https://acp.copernicus.org/articles/19/2655/2019/acp-19-2655-2019-f06.jpg"/>

        </fig>

      <p id="d1e884">Over the Pacific Ocean sector (Fig. 6b), strong upward motion appears over
the Equator when El Niño events occur. This has been identified as an
effect of the ENSO on the ITCZ (Waliser and Gautier, 1993). The anomalous
region of upward motion, however, tends to remain north of the Equator after
1999. Accordingly, the annual mean anomalous precipitation during the recent
period shows a large increase near 5–10<inline-formula><mml:math id="M36" display="inline"><mml:msup><mml:mi/><mml:mo>∘</mml:mo></mml:msup></mml:math></inline-formula> N, the mean position of
the ITCZ over the ocean, but decreases over the Equator and the SH (Fig. 6c).
This manifests as a narrowing and intensification of the ITCZ in recent
decades, with little change in its latitudinal position (Lucas et al., 2013;
Wodzicki and Rapp, 2016). The change over the ocean sector is related to the
varying strength of the cross-equatorial winds (Fig. 6d). After 1999,
although SSTs increased over the Equator during El Niño events, anomalous
northward winds remained strong and convective activity tended to remain in
the NH.</p>
      <?pagebreak page2661?><p id="d1e896">Figure 6e shows the longitude–time section of the anomalous OLR over the
equatorial SH (0–10<inline-formula><mml:math id="M37" display="inline"><mml:msup><mml:mi/><mml:mo>∘</mml:mo></mml:msup></mml:math></inline-formula> S). The effects of cooling of the eastern
equatorial Pacific in the SH can also be seen in structural changes in El
Niño–Southern Oscillation (ENSO) phenomena after 1999. Convective
activity greatly increases over the Pacific during El Niño events before
1999. However, after 1999, Pacific convective activity is suppressed and an
increase in convective activity during El Niño is apparent only over the
central Pacific. In contrast, convective activity west of 160<inline-formula><mml:math id="M38" display="inline"><mml:msup><mml:mi/><mml:mo>∘</mml:mo></mml:msup></mml:math></inline-formula> E
over the Maritime Continent generally increases after 1999. Such changes are
likely related to a decadal change in anomalous zonal winds over the tropical
SH (10<inline-formula><mml:math id="M39" display="inline"><mml:msup><mml:mi/><mml:mo>∘</mml:mo></mml:msup></mml:math></inline-formula> S–5<inline-formula><mml:math id="M40" display="inline"><mml:msup><mml:mi/><mml:mo>∘</mml:mo></mml:msup></mml:math></inline-formula> N; Fig. 6f), which in turn is connected to
increased cross-equatorial southerlies through Coriolis-force effects.
Latitude–time sections of 3-monthly anomalous SSTs in the Niño 3.4
sector (Fig. 6g) indicate little change in latitudinal structure; thus
changes in spatial structure related to the ENSO around 1999 support our
interpretation of the relationship between SVD 1 and 3 above.</p>
      <p id="d1e935">We next take a closer look into tropospheric vertical velocity variations.
The tropospheric zonal-mean vertical velocity has a relatively weak
connection with the horizontal distribution of OLR possibly because
regional-scale variations dominate in the lower troposphere due to surface
topography. Therefore, meridional sections of standardized mean JAS
1999–2016 anomalous pressure vertical velocity were calculated for several
sectors instead of zonal means (Fig. 7). The top panel in Fig. 7a shows the
anomalous zonal-mean field (shaded), which is comparable to that extracted by
SVD 2 in Fig. 3b, along with contours indicating the 30-year climatology for
reference. The middle panels are the same as the top panel but divided into
two parts: (b) an African–Asian continental sector
(30<inline-formula><mml:math id="M41" display="inline"><mml:msup><mml:mi/><mml:mo>∘</mml:mo></mml:msup></mml:math></inline-formula> W–130<inline-formula><mml:math id="M42" display="inline"><mml:msup><mml:mi/><mml:mo>∘</mml:mo></mml:msup></mml:math></inline-formula> E) and (c) a Pacific–Atlantic oceanic sector
(130–330<inline-formula><mml:math id="M43" display="inline"><mml:msup><mml:mi/><mml:mo>∘</mml:mo></mml:msup></mml:math></inline-formula> E). A strengthening of upward velocity in the TTL and
lower stratosphere occurs in<?pagebreak page2662?> the continental sector, together with a
northward shift in the troposphere, whereas in the oceanic sector a
strengthening in vertical velocity occurs around 5–10<inline-formula><mml:math id="M44" display="inline"><mml:msup><mml:mi/><mml:mo>∘</mml:mo></mml:msup></mml:math></inline-formula> N without a
latitudinal shift. If we limit the continental sector to the African
continent (20<inline-formula><mml:math id="M45" display="inline"><mml:msup><mml:mi/><mml:mo>∘</mml:mo></mml:msup></mml:math></inline-formula> W–20<inline-formula><mml:math id="M46" display="inline"><mml:msup><mml:mi/><mml:mo>∘</mml:mo></mml:msup></mml:math></inline-formula> E) to exclude the influence of the
Indian Ocean, the abovementioned continental characteristics become even
clearer (Fig. 7d). Over the oceanic sector, an increase in vertical velocity
occurs around 7.5<inline-formula><mml:math id="M47" display="inline"><mml:msup><mml:mi/><mml:mo>∘</mml:mo></mml:msup></mml:math></inline-formula> N (Fig. 7f), but in the western Pacific sector
(130–170<inline-formula><mml:math id="M48" display="inline"><mml:msup><mml:mi/><mml:mo>∘</mml:mo></mml:msup></mml:math></inline-formula> E) the upward velocity develops primarily south of the
Equator (0–10<inline-formula><mml:math id="M49" display="inline"><mml:msup><mml:mi/><mml:mo>∘</mml:mo></mml:msup></mml:math></inline-formula> S; Fig. 7e). We also note that the climatological
vertical velocity in the western Pacific sector is essentially confined to
the lower troposphere over the equatorial SH (10–0<inline-formula><mml:math id="M50" display="inline"><mml:msup><mml:mi/><mml:mo>∘</mml:mo></mml:msup></mml:math></inline-formula> S). This
observation can be attributed to the fact that convergence occurs over the
warm ocean east of New Guinea (Fig. 2c). This result indicates that despite a
variety of profiles among the sectors, the zonal-mean vertical field in the
TTL primarily follows variations over the African–Asian continental sector.</p>

      <?xmltex \floatpos{!ht}?><fig id="Ch1.F7" specific-use="star"><label>Figure 7</label><caption><p id="d1e1031"><bold>(a)</bold> Standardized anomalous pressure vertical velocity
(departures from 1981–2010 climatology) – the climatological JAS mean
zonal-mean pressure vertical velocity is indicated by contours (<inline-formula><mml:math id="M51" display="inline"><mml:mrow><mml:mo>-</mml:mo><mml:mn mathvariant="normal">0.06</mml:mn></mml:mrow></mml:math></inline-formula> and
<inline-formula><mml:math id="M52" display="inline"><mml:mrow><mml:mo>-</mml:mo><mml:mn mathvariant="normal">0.03</mml:mn></mml:mrow></mml:math></inline-formula> Pa s<inline-formula><mml:math id="M53" display="inline"><mml:msup><mml:mi/><mml:mrow><mml:mo>-</mml:mo><mml:mn mathvariant="normal">1</mml:mn></mml:mrow></mml:msup></mml:math></inline-formula>); (middle panels) same as <bold>(a)</bold> but for
<bold>(b)</bold> the African–Asian continental sector
(30<inline-formula><mml:math id="M54" display="inline"><mml:msup><mml:mi/><mml:mo>∘</mml:mo></mml:msup></mml:math></inline-formula> W–130<inline-formula><mml:math id="M55" display="inline"><mml:msup><mml:mi/><mml:mo>∘</mml:mo></mml:msup></mml:math></inline-formula> E) and <bold>(c)</bold> the Pacific–Atlantic
oceanic sector (130–330<inline-formula><mml:math id="M56" display="inline"><mml:msup><mml:mi/><mml:mo>∘</mml:mo></mml:msup></mml:math></inline-formula> E); (bottom panels) same as <bold>(a)</bold>
but for <bold>(d)</bold> the African continental sector
(20<inline-formula><mml:math id="M57" display="inline"><mml:msup><mml:mi/><mml:mo>∘</mml:mo></mml:msup></mml:math></inline-formula> W–20<inline-formula><mml:math id="M58" display="inline"><mml:msup><mml:mi/><mml:mo>∘</mml:mo></mml:msup></mml:math></inline-formula> E), <bold>(e)</bold> the western Pacific sector
(130–170<inline-formula><mml:math id="M59" display="inline"><mml:msup><mml:mi/><mml:mo>∘</mml:mo></mml:msup></mml:math></inline-formula> E), and <bold>(f)</bold> the central Pacific–Atlantic sector
(170–330<inline-formula><mml:math id="M60" display="inline"><mml:msup><mml:mi/><mml:mo>∘</mml:mo></mml:msup></mml:math></inline-formula> E).</p></caption>
          <?xmltex \igopts{width=341.433071pt}?><graphic xlink:href="https://acp.copernicus.org/articles/19/2655/2019/acp-19-2655-2019-f07.png"/>

        </fig>

</sec>
<sec id="Ch1.S3.SS4">
  <title>Stratosphere–troposphere coupling</title>
      <p id="d1e1166">Continuity in a zonally averaged field does not necessarily mean actual
continuity at each location, as is evident from the above analysis. To
investigate continuity within the deep ascending branch of the Hadley
circulation from the upper troposphere to the stratosphere in more detail,
longitude–height sections of the normalized anomalous pressure vertical
velocities averaged over latitudes of 10–20<inline-formula><mml:math id="M61" display="inline"><mml:msup><mml:mi/><mml:mo>∘</mml:mo></mml:msup></mml:math></inline-formula> in the<?pagebreak page2663?> summer
hemisphere are displayed in the top panels of Fig. 8a and b. The bottom
panels show the distributions of climatological (2007–2017) COV occurrence
frequency in the same latitudinal zone. If a normal distribution is assumed,
absolute values of 17-year mean standardized anomalies that are larger than
0.5 are statistically different from 0 at the 95 % confidence level. An
increasing trend in upwelling occurs over the continental sector,
particularly where COVs are frequent. These characteristics are commonly seen
in both summer hemispheres. The contrast between the continental and oceanic
sectors is clearer in the SH (Fig. 8b) where the distribution of land is
simpler. Because COV occurs in deep convective clouds penetrating into the
TTL beyond the level of neutral buoyancy, such increased vertical velocity in
the TTL over the region of frequent COV seems reasonable. It should also be
noted that a connection between COV and vertical velocity in the tropical
lower stratosphere on a daily scale has been identified in previous studies
(Eguchi et al., 2015; Kodera et al., 2015).</p>

      <?xmltex \floatpos{t}?><fig id="Ch1.F8" specific-use="star"><label>Figure 8</label><caption><p id="d1e1180"><bold>(a)</bold> (top) Height–longitude section of the standardized
(with respect to the interannual variation) anomalous pressure vertical
velocity averaged over 10–20<inline-formula><mml:math id="M62" display="inline"><mml:msup><mml:mi/><mml:mo>∘</mml:mo></mml:msup></mml:math></inline-formula> N during boreal summer (JAS)
1999–2016; (bottom) climatological (2007–2017) occurrence frequency of
convective overshooting (COV) in the same latitudinal zone (units of parts
per thousand); <bold>(b)</bold> as in <bold>(a)</bold> but for 10–20<inline-formula><mml:math id="M63" display="inline"><mml:msup><mml:mi/><mml:mo>∘</mml:mo></mml:msup></mml:math></inline-formula> S
during austral summer (DJF).</p></caption>
          <?xmltex \igopts{width=341.433071pt}?><graphic xlink:href="https://acp.copernicus.org/articles/19/2655/2019/acp-19-2655-2019-f08.jpg"/>

        </fig>

      <p id="d1e1215">To investigate stratosphere-related variations in the troposphere, the JAS
mean pressure vertical velocity (<inline-formula><mml:math id="M64" display="inline"><mml:mi mathvariant="italic">ω</mml:mi></mml:math></inline-formula>) at 30 hPa averaged over the
tropical SH (0–25<inline-formula><mml:math id="M65" display="inline"><mml:msup><mml:mi/><mml:mo>∘</mml:mo></mml:msup></mml:math></inline-formula> S) is chosen as the index of stratospheric mean
meridional circulation (<inline-formula><mml:math id="M66" display="inline"><mml:mrow><mml:msub><mml:mi>I</mml:mi><mml:mi mathvariant="italic">ω</mml:mi></mml:msub></mml:mrow></mml:math></inline-formula>; Fig. 9a). The correlation coefficient
between <inline-formula><mml:math id="M67" display="inline"><mml:mrow><mml:msub><mml:mi>I</mml:mi><mml:mi mathvariant="italic">ω</mml:mi></mml:msub></mml:mrow></mml:math></inline-formula> and zonal-mean <inline-formula><mml:math id="M68" display="inline"><mml:mi mathvariant="italic">ω</mml:mi></mml:math></inline-formula> at each grid point (Fig. 9b)
shows a correlation pattern similar to the SVD 2 in Fig. 1. To highlight the
relationship between the interannual variation and climatology, the stream
function from Fig. 3 is displayed as contours in Fig. 9b and c. It is clearly
seen that the variation in stratospheric upwelling (Brewer–Dobson
circulation) is connected to the upwelling of the deep ascending branch of
the Hadley circulation, similar to that in climatology.</p>

      <?xmltex \floatpos{t}?><fig id="Ch1.F9" specific-use="star"><label>Figure 9</label><caption><p id="d1e1266"><bold>(a)</bold> Time series of JAS mean pressure vertical velocity
(<inline-formula><mml:math id="M69" display="inline"><mml:mi mathvariant="italic">ω</mml:mi></mml:math></inline-formula>) at 30 hPa averaged over 0–25<inline-formula><mml:math id="M70" display="inline"><mml:msup><mml:mi/><mml:mo>∘</mml:mo></mml:msup></mml:math></inline-formula> S as an index for
tropical stratospheric vertical velocity (<inline-formula><mml:math id="M71" display="inline"><mml:mrow><mml:msub><mml:mi>I</mml:mi><mml:mi mathvariant="italic">ω</mml:mi></mml:msub></mml:mrow></mml:math></inline-formula>); correlation
coefficients between <inline-formula><mml:math id="M72" display="inline"><mml:mrow><mml:msub><mml:mi>I</mml:mi><mml:mi mathvariant="italic">ω</mml:mi></mml:msub></mml:mrow></mml:math></inline-formula> and <bold>(b)</bold> zonal-mean <inline-formula><mml:math id="M73" display="inline"><mml:mi mathvariant="italic">ω</mml:mi></mml:math></inline-formula>,
<bold>(c)</bold> zonal-mean temperature <inline-formula><mml:math id="M74" display="inline"><mml:mi>T</mml:mi></mml:math></inline-formula> at each grid, <bold>(d)</bold> OLR, and
<bold>(e)</bold> horizontal winds at 925 hPa (arrows). A lagged correlation with
DJF mean SST is also presented by color shading in <bold>(e)</bold>. Contours
in <bold>(b, c)</bold> indicate the climatological residual mean meridional
circulation in JAS. Solid and dashed lines indicate clockwise and counterclockwise directions, respectively.</p></caption>
          <?xmltex \igopts{width=341.433071pt}?><graphic xlink:href="https://acp.copernicus.org/articles/19/2655/2019/acp-19-2655-2019-f09.jpg"/>

        </fig>

      <p id="d1e1349">The correlation between <inline-formula><mml:math id="M75" display="inline"><mml:mrow><mml:msub><mml:mi>I</mml:mi><mml:mi mathvariant="italic">ω</mml:mi></mml:msub></mml:mrow></mml:math></inline-formula> and zonal-mean temperature at each grid
point from 90<inline-formula><mml:math id="M76" display="inline"><mml:msup><mml:mi/><mml:mo>∘</mml:mo></mml:msup></mml:math></inline-formula> S to 90<inline-formula><mml:math id="M77" display="inline"><mml:msup><mml:mi/><mml:mo>∘</mml:mo></mml:msup></mml:math></inline-formula> N is shown in Fig. 9c. Tropical
upwelling is not only related to cooling in the tropics and the summer
hemisphere but to warming in the downwelling region around the winter polar
stratosphere. This suggests the dynamic nature of recent tropical
stratospheric cooling. Stratospheric upwelling is also connected with
convective activity along 15–20<inline-formula><mml:math id="M78" display="inline"><mml:msup><mml:mi/><mml:mo>∘</mml:mo></mml:msup></mml:math></inline-formula> N (Fig. 9d), as discussed above.
Correlation coefficients between <inline-formula><mml:math id="M79" display="inline"><mml:mrow><mml:msub><mml:mi>I</mml:mi><mml:mi mathvariant="italic">ω</mml:mi></mml:msub></mml:mrow></mml:math></inline-formula> and 925 hPa zonal and
meridional winds at each grid point are shown as arrows in Fig. 9e. An
increase in cross-equatorial winds in the eastern Pacific<?pagebreak page2664?> and Atlantic is
observed. The impact of near-surface wind variations on SST can be seen in
the lagged correlation with SST in Fig. 9e. Cooling in the equatorial eastern
Pacific is largest with a time lag of 5 months (i.e., during December,
January, and February, DJF), consistent with the development of La
Niña-like SSTs during boreal autumn (Fig. 2).</p>
      <p id="d1e1401">On the basis of the results presented in the previous sections we suggest the
mechanism depicted in Fig. 10. (a) Cooling of the lower stratosphere occurred
due to the direct radiative effect and dynamic effect of the stratospheric
mean meridional circulation. (b) A decrease in the lower stratospheric
temperature produced favorable conditions for the development of extreme deep
convection. A stratospheric cooling effect is felt by convections reaching
the TTL, primarily over the continental sector. (c) An enhancement of the
extreme deep convection off-equatorial region produces stronger
cross-equatorial flow near the surface. (d) Strengthening of surface winds
cools the ocean through increased evaporation.</p>

      <?xmltex \floatpos{t}?><fig id="Ch1.F10" specific-use="star"><label>Figure 10</label><caption><p id="d1e1406">On the left is a schematic of recent changes in the tropics (see
text), in which the labels <bold>(a–d)</bold> indicate the location of the
variable shown in the right panels; (right) time series of four key variables
as departures from the climatology: <bold>(a)</bold> lower stratospheric
temperature, <bold>(b)</bold> upwelling in the TTL, <bold>(c)</bold> cross-equatorial
near-surface winds, and <bold>(d)</bold> time tendency of SST from summer to
autumn. Black and red dots indicate years when the four variables are of the
same polarity (positive and negative, respectively).</p></caption>
          <?xmltex \igopts{width=398.338583pt}?><graphic xlink:href="https://acp.copernicus.org/articles/19/2655/2019/acp-19-2655-2019-f10.png"/>

        </fig>

      <p id="d1e1430">Accordingly, we selected four variables that can be considered fundamental to
the recent tropical trends: (a) tropical lower stratospheric temperatures in
early summer (temperature at 70 hPa averaged over 20<inline-formula><mml:math id="M80" display="inline"><mml:msup><mml:mi/><mml:mo>∘</mml:mo></mml:msup></mml:math></inline-formula> S–20<inline-formula><mml:math id="M81" display="inline"><mml:msup><mml:mi/><mml:mo>∘</mml:mo></mml:msup></mml:math></inline-formula> N at the bottom of the TTL from 16 July to
16 August), (b) pressure vertical velocity at the bottom of the TTL
(150 hPa) in August, (c) August–October mean southward winds south of the
Equator (0–10<inline-formula><mml:math id="M82" display="inline"><mml:msup><mml:mi/><mml:mo>∘</mml:mo></mml:msup></mml:math></inline-formula> S) in the western hemisphere (0–180<inline-formula><mml:math id="M83" display="inline"><mml:msup><mml:mi/><mml:mo>∘</mml:mo></mml:msup></mml:math></inline-formula> W),
and (d) time tendency of SST from early summer (May–July) to late autumn
(October–December) in the tropical Pacific west of the South American
continent (15–5<inline-formula><mml:math id="M84" display="inline"><mml:msup><mml:mi/><mml:mo>∘</mml:mo></mml:msup></mml:math></inline-formula> S, 100–80<inline-formula><mml:math id="M85" display="inline"><mml:msup><mml:mi/><mml:mo>∘</mml:mo></mml:msup></mml:math></inline-formula> W). Time series of these four
variables (a–d) are displayed in Fig. 10 (right). When all four variables
are negative (red dots), we define this as a negative event. Similarly, when
all variables are positive (black dots), it is defined as a positive event.
All six positive events occurred within the first 14 years, whereas all seven
negative events occurred during the last 13 years. A chi-squared test was
conducted to examine whether such distributions of events can occur by
chance, by dividing the whole 39 years into three equal 13-year periods. The
result (<inline-formula><mml:math id="M86" display="inline"><mml:mrow><mml:msup><mml:mi mathvariant="italic">χ</mml:mi><mml:mn mathvariant="normal">2</mml:mn></mml:msup><mml:mo>=</mml:mo><mml:mn mathvariant="normal">23</mml:mn></mml:mrow></mml:math></inline-formula>) indicates that the probability of such distributions
occurring by chance is less than 0.1 %. Therefore, there is a
statistically significant trend towards negative events in recent decades.</p>
      <p id="d1e1504">However, the key question here is whether there is a causal relationship
among the variables. We introduced a seasonal variation in the selection of
the variable from the period of stratospheric cooling at the end of July and
to the cooling of the ocean from summer to autumn; that is, change in Pacific
SST occurred following a change in cross-equatorial winds, increased
upwelling in the TTL, and stratospheric cooling in early summer. This time
evolution tentatively suggests a causality among the variables.</p>
</sec>
</sec>
<?pagebreak page2665?><sec id="Ch1.S4" sec-type="conclusions">
  <title>Summary and discussion</title>
      <p id="d1e1515">Convective activity around the deep
ascending branch of the boreal summer Hadley circulation (Fig. 3, SVD 2)
shows an increasing trend over the continental sector (Fig. 4). In contrast,
over the oceanic sector the decadal change manifested as changes in the
spatial structure of the ENSO-related phenomenon (Fig. 4, SVD 1). It is
suggested that the observed 1999–2016 decadal SST cooling in the eastern
Pacific is related to an increase in cross-equatorial winds and easterlies
in<?pagebreak page2666?> the tropical SH, which are themselves related to a strengthening of
convective activity around the climatological deep ascending branch of the
Hadley circulation during boreal summer over the African–Asian sector
(Fig. 2). In addition, a correlation analysis (Fig. 9) indicates that these
variations in convective activity and SST are related to vertical velocity
near the tropopause. The relationship between convective activity and cooling
of the tropical eastern Pacific can be explained through changes in
cross-equatorial winds involved in a wind–evaporation–SST (WES) feedback
(Xie, 2004). Accordingly, a combination of these two processes can be used as
a working hypothesis for the recent tropical changes, as shown in Fig. 10.</p>
      <p id="d1e1518">It is difficult to statistically demonstrate a causal relationship among
variables having large trends, such as (a) lower stratospheric temperature,
(b) upwelling in the TTL, (c) cross-equatorial near-surface winds, and
(d) time tendency of SST from boreal summer to autumn. Nevertheless, time
lags introduced in selected variables from summer to autumn suggest that the
above processes are related, as shown schematically in the left panel of
Fig. 10. Current global models have difficulty accurately simulating the
effect of extreme deep convection on the TTL. Suitably designed numerical
experiments using global models with improved convective parameterizations
will be needed to add further support to these ideas.</p>
      <p id="d1e1521">Although their period of observation may be too short (10 years of
Atmospheric Infrared Sounder data), Aumann and Ruzmaikin (2013) reported that
tropical deep convection over land shows an increasing trend, whereas that
over oceans shows a decreasing trend. Furthermore, Taylor et al. (2017)
showed that intense mesoscale convective systems in which cloud-top
temperatures were lower than <inline-formula><mml:math id="M87" display="inline"><mml:mrow><mml:mo>-</mml:mo><mml:mn mathvariant="normal">70</mml:mn></mml:mrow></mml:math></inline-formula> <inline-formula><mml:math id="M88" display="inline"><mml:msup><mml:mi/><mml:mo>∘</mml:mo></mml:msup></mml:math></inline-formula>C have largely increased over the
Sahel since 1982. A temperature of <inline-formula><mml:math id="M89" display="inline"><mml:mrow><mml:mo>-</mml:mo><mml:mn mathvariant="normal">70</mml:mn></mml:mrow></mml:math></inline-formula> <inline-formula><mml:math id="M90" display="inline"><mml:msup><mml:mi/><mml:mo>∘</mml:mo></mml:msup></mml:math></inline-formula>C corresponds to the air
temperature at <inline-formula><mml:math id="M91" display="inline"><mml:mrow><mml:mo>∼</mml:mo><mml:mn mathvariant="normal">150</mml:mn></mml:mrow></mml:math></inline-formula> hPa. This means that extreme deep convection
penetrating into the TTL largely increased over the African continent,
consistent with the analysis presented here.</p>
      <p id="d1e1572">In the present study, a poleward shift in the convective zone corresponds to
enhanced convective activity in the deep ascending branch in the summertime
Hadley circulation, located at a higher latitude (around 15<inline-formula><mml:math id="M92" display="inline"><mml:msup><mml:mi/><mml:mo>∘</mml:mo></mml:msup></mml:math></inline-formula> N) than
the main ascending branch over the ocean (around 7.5<inline-formula><mml:math id="M93" display="inline"><mml:msup><mml:mi/><mml:mo>∘</mml:mo></mml:msup></mml:math></inline-formula> N). For the
purposes of this paper we assume that the changes that we discuss are
independent from those associated with tropical expansion. This paper is
based on the hypothesis that recent increase in the convective activity in
the
deep branch of the Hadley circulation over the continental sector can be
considered independent of the shift in the ITCZ studied by many other
authors such as Schneider (2017) and Byrne et al. (2018), who are primarily
relevant to the oceanic sector.</p>
      <?pagebreak page2667?><p id="d1e1594">The increasing trend in Earth's surface temperature is generally attributed
to an increase in greenhouse gases, such as <inline-formula><mml:math id="M94" display="inline"><mml:mrow class="chem"><mml:msub><mml:mi mathvariant="normal">CO</mml:mi><mml:mn mathvariant="normal">2</mml:mn></mml:msub></mml:mrow></mml:math></inline-formula> (IPCC, 2013). Such a
change in radiative forcing may explain the global characteristics of recent
changes. The effect of increased <inline-formula><mml:math id="M95" display="inline"><mml:mrow class="chem"><mml:msub><mml:mi mathvariant="normal">CO</mml:mi><mml:mn mathvariant="normal">2</mml:mn></mml:msub></mml:mrow></mml:math></inline-formula> can be divided into a direct
radiative effect and an indirect effect through changes in SST. Model
experiments have shown that the direct radiative effect of <inline-formula><mml:math id="M96" display="inline"><mml:mrow class="chem"><mml:msub><mml:mi mathvariant="normal">CO</mml:mi><mml:mn mathvariant="normal">2</mml:mn></mml:msub></mml:mrow></mml:math></inline-formula>
increases tropical upward motion, particularly over the Sahelian sector,
whereas it suppresses upwelling over the oceanic sector in the Pacific (see
Fig. 8 of Gaetani et al., 2016). An increase in <inline-formula><mml:math id="M97" display="inline"><mml:mrow class="chem"><mml:msub><mml:mi mathvariant="normal">CO</mml:mi><mml:mn mathvariant="normal">2</mml:mn></mml:msub></mml:mrow></mml:math></inline-formula> raises the
Earth's surface temperature but decreases stratospheric temperatures. Note,
however, that recent cooling in the lower stratosphere–tropopause region is
also due to a dynamic effect (Abalos et al., 2015). Further investigation is
needed to determine whether the stratosphere is merely passively responding
to or playing an active role in tropospheric circulation change. Here we
emphasized that stratospheric change should be considered together with
tropospheric change.</p>
</sec>

      
      </body>
    <back><notes notes-type="dataavailability"><title>Data availability</title>

      <p id="d1e1645">Datasets used in this paper are all publicly available.
Meteorological reanalysis datasets created by JMA (JRA-55) are available from
<uri>http://search.diasjp.net/en/dataset/JRA55</uri> (Kobayshi et al., 2015; last
access: 15 February 2019). The COBE monthly mean SST dataset can be obtained
from the JMA website
<uri>http://ds.data.jma.go.jp/tcc/tcc/products/elnino/cobesst/cobe-sst.html</uri>
(Ishii et al., 2013; last access: 15 February 2019). Monthly mean HIRS OLR
data can be obtained from NOAA website
<uri>https://www.ncdc.noaa.gov/cdr/atmospheric/outgoing-longwave-radiation-monthly</uri>
(Lee and NOAA CDR Program, 2018; last access: 16 February 2019). The GPCP
monthly mean precipitation dataset can be obtained from the NOAA website
<uri>https://www.esrl.noaa.gov/psd/data/gridded/data.gpcp.html</uri> (Adler et
al., 2003; last access: 16 February 2019). The AMSU/MHS data are available at
NOAA's Comprehensive Large Array Data Stewardship System. In this work,
AMSU/MHS raw data were obtained with support from the INSU-CNES French Mixed
Service Unit ICARE/climserv/AERIS and accessed with the help of ESPRI/IPSL.</p>
  </notes><notes notes-type="authorcontribution"><title>Author contributions</title>

      <p id="d1e1663">The text was written by KK and RU, and the figures were produced by
NE, BMF, YK, and CK. CC contributed to the interpretation of the results.</p>
  </notes><notes notes-type="competinginterests"><title>Competing interests</title>

      <p id="d1e1669">The authors declare that they have no conflict of
interest.</p>
  </notes><ack><title>Acknowledgements</title><p id="d1e1675">The authors wish to express their thanks to Leonhard Pfister
and Shigeo Yoden for valuable discussions and comments. This work was
supported in part by Grants-in-Aid for Scientific Research (25340010,
26281016, and 16H01184) from the Japan Society for the Promotion of Science.
Preliminary analysis of this study was carried out using Interactive Tool for
Analysis of Climate System, ITACS, provided by the Japan Meteorological
Agency. <?xmltex \hack{\newline}?><?xmltex \hack{\newline}?>
Edited by: Peter Haynes <?xmltex \hack{\newline}?>
Reviewed by: two anonymous referees</p></ack><?xmltex \hack{\newpage}?><?xmltex \hack{\newpage}?><ref-list>
    <title>References</title>

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    <!--<article-title-html>Implication of tropical lower stratospheric cooling in recent trends in tropical circulation and deep convective activity</article-title-html>
<abstract-html><p>Large changes in tropical circulation from the mid-to-late 1990s to the
present, in particular changes related to the summer monsoon and cooling of
the sea surface in the equatorial eastern Pacific, are noted. The cause of
such recent decadal variations in the tropics was studied using a
meteorological reanalysis dataset. Cooling of the equatorial southeastern
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convective activity center moves southward following the seasonal march to
the equatorial Indian Ocean–Maritime Continent region, which strengthens the
surface easterlies over the equatorial central Pacific. Accordingly, ocean
surface cooling extends over the equatorial central Pacific. We suggest that
the fundamental cause of the recent decadal change in the tropical
troposphere and the ocean is a poleward shift of convective activity that
resulted from a strengthening of extreme deep convection penetrating into the
tropical tropopause layer, particularly over the African and Asian continents
and adjacent oceans. We conjecture that the increase in extreme deep
convection is produced by a combination of land surface warming due to
increased CO<sub>2</sub>  and a reduction of static stability in the tropical
tropopause layer due to tropical stratospheric cooling.</p></abstract-html>
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