<?xml version="1.0" encoding="UTF-8"?>
<!DOCTYPE article PUBLIC "-//NLM//DTD Journal Publishing with OASIS Tables v3.0 20080202//EN" "journalpub-oasis3.dtd">
<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" article-type="research-article">
  <front>
    <journal-meta><journal-id journal-id-type="publisher">OS</journal-id><journal-title-group>
    <journal-title>Ocean Science</journal-title>
    <abbrev-journal-title abbrev-type="publisher">OS</abbrev-journal-title><abbrev-journal-title abbrev-type="nlm-ta">Ocean Sci.</abbrev-journal-title>
  </journal-title-group><issn pub-type="epub">1812-0792</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/os-17-1115-2021</article-id><title-group><article-title>Simulated zonal current characteristics in the southeastern<?xmltex \hack{\break}?> tropical Indian
Ocean (SETIO)</article-title><alt-title>Simulated zonal current characteristics</alt-title>
      </title-group><?xmltex \runningtitle{Simulated zonal current characteristics}?><?xmltex \runningauthor{N.~S.~Ningsih et al.}?>
      <contrib-group>
        <contrib contrib-type="author" corresp="yes" rid="aff1">
          <name><surname>Ningsih</surname><given-names>Nining Sari</given-names></name>
          <email>nining@fitb.itb.ac.id</email>
        </contrib>
        <contrib contrib-type="author" corresp="no" rid="aff2">
          <name><surname>Sakina</surname><given-names>Sholihati Lathifa</given-names></name>
          
        </contrib>
        <contrib contrib-type="author" corresp="no" rid="aff3 aff2">
          <name><surname>Susanto</surname><given-names>Raden Dwi</given-names></name>
          
        </contrib>
        <contrib contrib-type="author" corresp="no" rid="aff1">
          <name><surname>Hanifah</surname><given-names>Farrah</given-names></name>
          
        </contrib>
        <aff id="aff1"><label>1</label><institution>Research Group of Oceanography, Faculty of Earth Sciences and
Technology,<?xmltex \hack{\break}?> Bandung Institute of Technology, Bandung, Indonesia</institution>
        </aff>
        <aff id="aff2"><label>2</label><institution>Department of Oceanography, Faculty of Earth Sciences and Technology,<?xmltex \hack{\break}?>
Bandung Institute of Technology, Bandung,  Indonesia</institution>
        </aff>
        <aff id="aff3"><label>3</label><institution>Department of Atmospheric &amp; Oceanic Science, University of
Maryland, College Park, USA</institution>
        </aff>
      </contrib-group>
      <author-notes><corresp id="corr1">Nining Sari Ningsih (nining@fitb.itb.ac.id)</corresp></author-notes><pub-date><day>23</day><month>August</month><year>2021</year></pub-date>
      
      <volume>17</volume>
      <issue>4</issue>
      <fpage>1115</fpage><lpage>1140</lpage>
      <history>
        <date date-type="received"><day>11</day><month>September</month><year>2020</year></date>
           <date date-type="rev-request"><day>12</day><month>October</month><year>2020</year></date>
           <date date-type="rev-recd"><day>5</day><month>May</month><year>2021</year></date>
           <date date-type="accepted"><day>2</day><month>July</month><year>2021</year></date>
      </history>
      <permissions>
        <copyright-statement>Copyright: © 2021 </copyright-statement>
        <copyright-year>2021</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://os.copernicus.org/articles/.html">This article is available from https://os.copernicus.org/articles/.html</self-uri><self-uri xlink:href="https://os.copernicus.org/articles/.pdf">The full text article is available as a PDF file from https://os.copernicus.org/articles/.pdf</self-uri>
      <abstract><title>Abstract</title>
    <p id="d1e128">Detailed ocean currents in the southeastern tropical
Indian Ocean adjacent to southern Sumatran and Javan coasts have not been fully
explained because of limited observations. In this study, zonal current
characteristics in the region have been studied using simulation results of
a <inline-formula><mml:math id="M1" display="inline"><mml:mrow><mml:mn mathvariant="normal">1</mml:mn><mml:mo>/</mml:mo><mml:mn mathvariant="normal">8</mml:mn></mml:mrow></mml:math></inline-formula><inline-formula><mml:math id="M2" display="inline"><mml:msup><mml:mi/><mml:mo>∘</mml:mo></mml:msup></mml:math></inline-formula> global hybrid coordinate ocean model from 1950 to 2013. The
simulated zonal currents across three meridional sections were then
investigated using an empirical orthogonal function (EOF), where the first
three modes account for 75 %–98 % of the total variance. The first temporal
mode of EOF is then investigated using ensemble empirical mode decomposition
(EEMD) to distinguish the signals.</p>
    <p id="d1e151">This study has revealed distinctive features of currents in the South Java
Current (SJC) region, the Indonesian Throughflow (ITF)–South Equatorial
Current (SEC) region, and the transition zone between these regions. The
vertical structures of zonal currents in southern Java and offshore Sumatra are
characterized by a one-layer flow. Conversely, a two-layer flow is observed
in the nearshore and transition regions of Sumatra. Current variation in the
SJC region has peak energies that are sequentially dominated by
semiannual, intraseasonal, and annual timescales. Meanwhile, the transition
zone is characterized by semiannual and intraseasonal periods with
pronounced interannual variations. In contrast, interannual variability
associated with El
Niño–Southern Oscillation (ENSO) and the Indian Ocean Dipole (IOD) modulates the prominent intraseasonal
variability of current in the ITF–SEC region. ENSO has the strongest
influence at the outflow ITF, while the IOD's strongest influence is in southwestern
Sumatra, with the ENSO (IOD) leading the current by 4 months (1 month).
Moreover, the contributions (largest to smallest) of each EEMD mode at the
nearshore of Java and offshore Sumatra are intraseasonal, semiannual,
annual, interannual, and long-term fluctuations. The contribution of
long-term variation (19.2 %) in the far offshore eastern Indian Ocean is
larger than the interannual (16.3 %) and annual (14.7 %) variations.
Future studies should be conducted to investigate this long-term variation.</p>
  </abstract>
    </article-meta>
  </front>
<body>
      

<sec id="Ch1.S1" sec-type="intro">
  <label>1</label><title>Introduction</title>
      <p id="d1e163">The southeastern tropical Indian Ocean (SETIO) plays an important role in ocean
and atmosphere dynamics of Indian Ocean. Several features make the SETIO
region unique. This is partly due to the presence of the Indonesian
Throughflow (ITF) (Gordon, 1986; Wyrtki, 1987; Murray and Arief 1988; and
publications made thereafter), which transfers warm and fresh Pacific waters to the
Indian Ocean and contributes to variability of sea surface temperature (SST)
in the SETIO, particularly in the area off Java and Sumatra, which in
turn affects the climate system both at regional and global scales (Clark et
al., 2003; Saji and Yamagata, 2003). In the SETIO, the complex dynamical
circulations exist due to the coexistence of the South Java Current (SJC), South
Java Undercurrent (SJUC), South Equatorial Current (SEC), and the ITF, which
originates from the outflow passages (e.g., Sunda, Lombok, and Ombai
straits and the Timor Passage) and their<?pagebreak page1116?> mutual interactions. It has been
recognized that the SJC and SJUC play an important role in distributing warm
and fresh water into and out of the southeastern Indian Ocean and in turn
influence the global climate system (e.g., Fieux et al., 1994, 1996;
Sprintall et al., 1999, 2010; Wijffels et al., 2002; Wijffels and Meyers,
2004).</p>
      <p id="d1e166">Previous studies have suggested that the current dynamics in the SETIO, as
well as ocean circulations in the inner Indonesian seas, are strongly linked
to the regional Indo-Pacific and global climates from intraseasonal,
seasonal, interannual, and even longer timescales (e.g., Sprintall et al.,
1999; Song et al., 2004; Iskandar et al., 2006; Yuan et al., 2008; Syamsudin
and Kaneko, 2013; Sprintall and Révelard, 2014; Krishnamurthy and
Krishnamurthy, 2016; Susanto et al., 2016). On an intraseasonal timescale,
Iskandar et al. (2006) have confirmed the existence of intraseasonal
variations of SJC and its deeper undercurrent (SJUC) along the southern
Sumatran and Javan coasts using simulations from an ocean general circulation
model (OGCM) for 13 years (1990–2003). They found that the intraseasonal
SJC is dominated by the 90 d variations associated with propagation of the
first baroclinic Kelvin waves, which are driven by strong 90 d winds over
the central equatorial Indian Ocean. Meanwhile, 60 d variations are the
dominant feature in the SJUC, which are forced by intraseasonal atmospheric
variability associated with the eastward movement of the Madden–Julian
Oscillation (MJO) over the eastern equatorial Indian Ocean.</p>
      <p id="d1e169">On a seasonal timescale, variabilities of SJC and SJUC that exist along the
coasts of western Sumatra and southern Java have been investigated based on
observation data (e.g., Sprintall et al., 1999, 2010; Qu and Meyers, 2005).
In general, their studies have revealed that the SJC is eastward during the
northwest (NW) monsoon (December to February; DJF) and that the eastward-flowing
SJC is enhanced in the presence of semiannual coastal Kelvin waves
originating in the equatorial Indian Ocean during the first (March to May;
MAM) and second (September to November; SON) transitional monsoons.
During the southeast (SE) monsoon (July to August; JJA), the SJC flows
mostly westward. In addition, Sprintall et al. (2010) have confirmed the
extension of SJC and SJUC into the Ombai Strait through the Sawu Sea based on
3-year velocity measurements (2004–2006).</p>
      <p id="d1e172">Moreover, like SJC, ITF also has seasonal variability. Sprintall et al. (2009) have examined the ITF transport in three exit passages, namely the Lombok
and Ombai straits and Timor Passage, using INSTANT (International Nusantara
STratification ANd Transport) data from January 2003 through December 2006.
Their results show that seasonal variations of the ITF are influenced by the
monsoon climate, with maximum ITF occurring during the SE monsoon. Under the El
Niño–Southern Oscillation (ENSO) cycle, interannual variability of ENSO
also affects the ITF transport, in which ENSO-related wind forcing is found
to modulate the variability of ITF transport, which strengthened (weakened)
during La Niña (El Niño) (Susanto et al., 2012; Susanto and Song,
2015; Feng et al., 2018). In addition to ENSO, Pujiana et al. (2019) have
revealed that Indian Ocean Dipole (IOD) was also responsible for the
anomalous ITF. They found a reduction in the ITF transport in 2016 due to an
unprecedented negative IOD event. Feng et al. (2018) also reported the
presence of decadal and interdecadal variations of the ITF transport, mostly due to the ITF responses to atmospheric forcing (trade winds) and
oceanic adjustment in the Pacific (Meng et al., 2004; Feng et al., 2018). In
addition to the wind forcing mechanism, fluctuations in rainfall over the
Indonesian seas that modulate salinity also influence the ITF transport on
interannual (Hu and Sprintall, 2016) and decadal (Hu and Sprintall, 2017;
Jyoti et al., 2019) timescales. They found that the salinity effect
mechanism is an important component of ITF dynamics and that it is different from
the wind forcing mechanism. Moreover, it has been revealed that the salinity
effect contributes 36 % of the total interannual variability of the ITF
transport (Hu and Sprintall, 2016) and dominated an increasing trend of the
ITF transport during the past decade (Hu and Sprintall, 2017).</p>
      <p id="d1e176">In the offshore area of the SETIO, it has been reported that the SEC in the southern waters of Java has an intraseasonal variation on a 60 d timescale (e.g., Quadfasel and
Cresswell, 1992; Semtner and Chervin, 1992; Bray et al., 1997). Further
research carried out by Feng and Wijffels (2002) showed that baroclinic
instability seems to be the main cause of intraseasonal variability in the
SEC. Moreover, it is known that the SEC in the southern Indian Ocean bifurcates
at the eastern coast of Madagascar into the Northeast Madagascar Current (NEMC) and Southeast
Madagascar Current (SEMC). Yamagami and Tozuka (2015) have investigated
interannual variability of the SEC bifurcation along the Madagascar coast.
Their results indicate that interannual variation of SEC bifurcation
latitude and the NEMC and SEMC transports are correlated with Niño 3.4
index, with a lag of about 5–15 months. However, the seasonal and
interannual variations of SEC in the SETIO are still unclear.</p>
      <p id="d1e179">Regarding dynamics and characteristics of the SETIO, especially adjacent to
the western coast of Sumatra and the southern coast of Java, previous
studies are either based on a numerical model, remote sensed data, or
velocity or mooring observations within the Indonesian seas or at the exit
passages of Indonesian seas (Sunda, Lombok, Ombai, and Timor passages),
which lead into the SETIO. There is almost no ocean current or velocity
measurement within the SETIO. The observational velocity data are available
only at limited points in space and time. The first velocity measurement in
the SETIO region was reported by Sprintall et al. (1999). The mooring was
deployed in 200 m water depth off the southern coast of Java at
8.19<inline-formula><mml:math id="M3" display="inline"><mml:msup><mml:mi/><mml:mo>∘</mml:mo></mml:msup></mml:math></inline-formula> S, 109.53<inline-formula><mml:math id="M4" display="inline"><mml:msup><mml:mi/><mml:mo>∘</mml:mo></mml:msup></mml:math></inline-formula> E from March 1997 to March 1998 at
depths of 55, 115, and 175 m, but only the current meters at 115 and 175 m
were fully working properly (Sprintall et al., 1999). It should be
underlined that the period of velocity measurement was conducted during
strong El Niño and positive IOD episodes. Hence, not only might<?pagebreak page1117?> the observed
currents not characterize the neutral years, but its characteristics might
also not be fully resolved due to this limited vertical resolution. Another
velocity measurement at the southern coast of Java with a relatively high
vertical resolution is collected by RAMA (Research Moored Array for
African-Asian-Australian Monsoon Analysis and Prediction). The RAMA mooring
was installed at 8.5<inline-formula><mml:math id="M5" display="inline"><mml:msup><mml:mi/><mml:mo>∘</mml:mo></mml:msup></mml:math></inline-formula> S, 106.75<inline-formula><mml:math id="M6" display="inline"><mml:msup><mml:mi/><mml:mo>∘</mml:mo></mml:msup></mml:math></inline-formula> E (indicated by point
R<inline-formula><mml:math id="M7" display="inline"><mml:msub><mml:mi/><mml:mn mathvariant="normal">2</mml:mn></mml:msub></mml:math></inline-formula> in Fig. 1), and it provides current data for a period of 17 months
(December 2008 to May 2010) from the near surface down to a depth of 136 m
with a vertical resolution of 8 m. Due to this limited duration of observed
currents, it might hard to resolve variations on timescales greater than the
semiannual cycle. Recently, there are some moorings to measure velocity and
stratification deployed in the SETIO region. However, they have not been
fully recovered or published. Therefore, due to the limited duration of in
situ velocity measurements and the limited number of observation points in
the SETIO, the detailed dynamics and characteristics of ocean currents in
the region are not fully understood yet. It is important to obtain a better
understanding of current characteristics, as well as their spatial and
temporal variations in the SETIO adjacent to the southern coasts of Sumatra
and Java, both for scientific and practical reasons, such as fisheries,
climate, and navigation. These are the main motivations of the present
study.</p>

      <?xmltex \floatpos{t}?><fig id="Ch1.F1" specific-use="star"><?xmltex \currentcnt{1}?><?xmltex \def\figurename{Figure}?><label>Figure 1</label><caption><p id="d1e229">Validation of HYCOM zonal currents with OSCAR and RAMA
datasets. <bold>(a)</bold> Locations of validation points are as follows: points
O<inline-formula><mml:math id="M8" display="inline"><mml:msub><mml:mi/><mml:mn mathvariant="normal">1</mml:mn></mml:msub></mml:math></inline-formula> (8<inline-formula><mml:math id="M9" display="inline"><mml:msup><mml:mi/><mml:mo>∘</mml:mo></mml:msup></mml:math></inline-formula> S, 116<inline-formula><mml:math id="M10" display="inline"><mml:msup><mml:mi/><mml:mo>∘</mml:mo></mml:msup></mml:math></inline-formula> E), O<inline-formula><mml:math id="M11" display="inline"><mml:msub><mml:mi/><mml:mn mathvariant="normal">2</mml:mn></mml:msub></mml:math></inline-formula> (7<inline-formula><mml:math id="M12" display="inline"><mml:msup><mml:mi/><mml:mo>∘</mml:mo></mml:msup></mml:math></inline-formula> S,
98<inline-formula><mml:math id="M13" display="inline"><mml:msup><mml:mi/><mml:mo>∘</mml:mo></mml:msup></mml:math></inline-formula> E), and O<inline-formula><mml:math id="M14" display="inline"><mml:msub><mml:mi/><mml:mn mathvariant="normal">3</mml:mn></mml:msub></mml:math></inline-formula>
(11.5<inline-formula><mml:math id="M15" display="inline"><mml:msup><mml:mi/><mml:mo>∘</mml:mo></mml:msup></mml:math></inline-formula> S, 113<inline-formula><mml:math id="M16" display="inline"><mml:msup><mml:mi/><mml:mo>∘</mml:mo></mml:msup></mml:math></inline-formula> E) show the
OSCAR data, while R<inline-formula><mml:math id="M17" display="inline"><mml:msub><mml:mi/><mml:mn mathvariant="normal">1</mml:mn></mml:msub></mml:math></inline-formula> (0<inline-formula><mml:math id="M18" display="inline"><mml:msup><mml:mi/><mml:mo>∘</mml:mo></mml:msup></mml:math></inline-formula> S,
90<inline-formula><mml:math id="M19" display="inline"><mml:msup><mml:mi/><mml:mo>∘</mml:mo></mml:msup></mml:math></inline-formula> E) and R<inline-formula><mml:math id="M20" display="inline"><mml:msub><mml:mi/><mml:mn mathvariant="normal">2</mml:mn></mml:msub></mml:math></inline-formula>
(8.5<inline-formula><mml:math id="M21" display="inline"><mml:msup><mml:mi/><mml:mo>∘</mml:mo></mml:msup></mml:math></inline-formula> S, 106.75<inline-formula><mml:math id="M22" display="inline"><mml:msup><mml:mi/><mml:mo>∘</mml:mo></mml:msup></mml:math></inline-formula> E) show
the RAMA data. <bold>(b–d)</bold> Time series of the zonal currents observed by the
HYCOM (blue lines) and the OSCAR (red lines) at a depth of 0.5 m at points
O<inline-formula><mml:math id="M23" display="inline"><mml:msub><mml:mi/><mml:mn mathvariant="normal">1</mml:mn></mml:msub></mml:math></inline-formula>, O<inline-formula><mml:math id="M24" display="inline"><mml:msub><mml:mi/><mml:mn mathvariant="normal">2</mml:mn></mml:msub></mml:math></inline-formula>, and
O<inline-formula><mml:math id="M25" display="inline"><mml:msub><mml:mi/><mml:mn mathvariant="normal">3</mml:mn></mml:msub></mml:math></inline-formula>, respectively. Meanwhile <bold>(e)</bold>–<bold>(h)</bold> are the time
series of zonal currents observed by the HYCOM (blue lines) and the moored
RAMA (red lines) at point R<inline-formula><mml:math id="M26" display="inline"><mml:msub><mml:mi/><mml:mn mathvariant="normal">1</mml:mn></mml:msub></mml:math></inline-formula> sequentially at depths of 50, 150,
250, and 350 m. Meanwhile, <bold>(i)</bold>–<bold>(k)</bold> are the same as <bold>(e)</bold>–<bold>(h)</bold>,
except for being for point R<inline-formula><mml:math id="M27" display="inline"><mml:msub><mml:mi/><mml:mn mathvariant="normal">2</mml:mn></mml:msub></mml:math></inline-formula> at depths of 40, 80, and 120 m,. In <bold>(e)</bold>–<bold>(h)</bold> (point R<inline-formula><mml:math id="M28" display="inline"><mml:msub><mml:mi/><mml:mn mathvariant="normal">1</mml:mn></mml:msub></mml:math></inline-formula>), a
monthly low-pass filter has been applied before plotting. RMSE stands for root-mean-square error,  <inline-formula><mml:math id="M29" display="inline"><mml:mi>r</mml:mi></mml:math></inline-formula> shows the correlation coefficients.</p></caption>
        <?xmltex \igopts{width=455.244094pt}?><graphic xlink:href="https://os.copernicus.org/articles/17/1115/2021/os-17-1115-2021-f01.png"/>

      </fig>

      <p id="d1e469">In addition, many studies of the current dynamic in the SETIO adjacent to
the southern coasts of Sumatra and Java, which were carried out by the
previous investigators mentioned above (i.e., Sprintall et al., 1999, 2010;
Qu and Meyers, 2005; Iskandar et al., 2006), focused on intraseasonal and
seasonal variations based on relatively limited observation periods and
measured data points. To the best of our knowledge, research concerning
features of zonal currents in the SETIO, especially in regions of SJC,
ITF and SEC, and the transition zone between these regions, as well as their
interannual and long-term variations, has so far not been extensively performed in these regions, either based on observations or numerical models. It
is necessary to acquire better and comprehensive insights into both spatial
and temporal characteristics of the current circulation in the region.
Hence, the aims of this paper are (1) to further investigate basic features
and mode structures of the current vertical profile time series and their
temporal variability in the SETIO adjacent to the Sumatran and Javan southern
coasts based on relatively long-term data (64 years) derived from simulated
results of a <inline-formula><mml:math id="M30" display="inline"><mml:mrow><mml:mn mathvariant="normal">1</mml:mn><mml:mo>/</mml:mo><mml:mn mathvariant="normal">8</mml:mn></mml:mrow></mml:math></inline-formula><inline-formula><mml:math id="M31" display="inline"><mml:msup><mml:mi/><mml:mo>∘</mml:mo></mml:msup></mml:math></inline-formula> global version of the HYbrid Coordinate Ocean Model
(HYCOM); (2) to better understand variability of the zonal current in the
area of study, especially on intraseasonal, seasonal, and interannual
timescales, by using a combination of empirical orthogonal function (EOF)
analysis and the ensemble empirical mode decomposition (EEMD) method (i.e.,
Huang et al., 1998; Wu and Huang, 2009; Shen et al., 2017, and publications made
thereafter); and (3) to comprehensively discuss the ocean current characteristics in
the SETIO and subsequently elaborate their genesis.</p>
</sec>
<sec id="Ch1.S2">
  <label>2</label><title>Data and methods</title>
      <p id="d1e500">The HYCOM has been successfully used by previous investigators to simulate
current circulation within the Indonesian waters (e.g., Gordon et al., 2008;
Metzger et al., 2010; Shinoda et al., 2012). In this study, we analyzed the
monthly mean HYCOM simulated currents with <inline-formula><mml:math id="M32" display="inline"><mml:mrow><mml:mn mathvariant="normal">1</mml:mn><mml:mo>/</mml:mo><mml:mn mathvariant="normal">8</mml:mn></mml:mrow></mml:math></inline-formula><inline-formula><mml:math id="M33" display="inline"><mml:msup><mml:mi/><mml:mo>∘</mml:mo></mml:msup></mml:math></inline-formula> horizontal resolution
for the period of 64 years (1950–2013). Simulation results of the HYCOM
version used in this study have been verified against several data, and the
verifications have been documented in our earlier publications (Hanifah and
Ningsih, 2016). In addition to the aforementioned comparisons, in this paper
we have performed comparisons between the moored RAMA provided by National Oceanic and Atmospheric Administration (NOAA) and the HYCOM currents at two points (marked by points R<inline-formula><mml:math id="M34" display="inline"><mml:msub><mml:mi/><mml:mn mathvariant="normal">1</mml:mn></mml:msub></mml:math></inline-formula> and R<inline-formula><mml:math id="M35" display="inline"><mml:msub><mml:mi/><mml:mn mathvariant="normal">2</mml:mn></mml:msub></mml:math></inline-formula>) and
also comparisons between OSCAR (Ocean Surface Current Analysis Real-time)
and the HYCOM currents at three points (marked by points O<inline-formula><mml:math id="M36" display="inline"><mml:msub><mml:mi/><mml:mn mathvariant="normal">1</mml:mn></mml:msub></mml:math></inline-formula>, O<inline-formula><mml:math id="M37" display="inline"><mml:msub><mml:mi/><mml:mn mathvariant="normal">2</mml:mn></mml:msub></mml:math></inline-formula>,
and O<inline-formula><mml:math id="M38" display="inline"><mml:msub><mml:mi/><mml:mn mathvariant="normal">3</mml:mn></mml:msub></mml:math></inline-formula>), as shown in Fig. 1. The RAMA and OSCAR datasets have been
provided by NOAA (<uri>https://www.pmel.noaa.gov/tao/ data_deliv/deliv-nojava-rama.html</uri>, last access: 19 April 2020) and the Physical Oceanography Distributed Active
Archive Center (PODAAC)
(<uri>https://podaac.jpl.nasa.gov/dataset/OSCAR_L4_OC_third-deg</uri>, last access: 29 April 2020), respectively. The general agreement between
the HYCOM currents and those of the moored RAMA is reasonably encouraging,
with the correlation coefficient (<inline-formula><mml:math id="M39" display="inline"><mml:mi>r</mml:mi></mml:math></inline-formula>) ranging from 0.40 to 0.57 at point R<inline-formula><mml:math id="M40" display="inline"><mml:msub><mml:mi/><mml:mn mathvariant="normal">1</mml:mn></mml:msub></mml:math></inline-formula>
(Fig. 1e–h) and 0.49 to 0.55 at point R<inline-formula><mml:math id="M41" display="inline"><mml:msub><mml:mi/><mml:mn mathvariant="normal">2</mml:mn></mml:msub></mml:math></inline-formula> (Fig. 1i–k), with the
95 % significance level at both points approximately <inline-formula><mml:math id="M42" display="inline"><mml:mo>±</mml:mo></mml:math></inline-formula> 0.04 and
<inline-formula><mml:math id="M43" display="inline"><mml:mo>±</mml:mo></mml:math></inline-formula> 0.09, respectively. In addition, the root-mean-square errors (RMSEs)
between them range from 0.10 to 0.28 m s<inline-formula><mml:math id="M44" 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> at point R<inline-formula><mml:math id="M45" display="inline"><mml:msub><mml:mi/><mml:mn mathvariant="normal">1</mml:mn></mml:msub></mml:math></inline-formula> and 0.17 to
0.29 m s<inline-formula><mml:math id="M46" 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> at point R<inline-formula><mml:math id="M47" display="inline"><mml:msub><mml:mi/><mml:mn mathvariant="normal">2</mml:mn></mml:msub></mml:math></inline-formula>. Meanwhile, the comparisons between the
HYCOM currents and the OSCAR data also show general agreement at points
O<inline-formula><mml:math id="M48" display="inline"><mml:msub><mml:mi/><mml:mn mathvariant="normal">1</mml:mn></mml:msub></mml:math></inline-formula> (<inline-formula><mml:math id="M49" display="inline"><mml:mrow><mml:mi>r</mml:mi><mml:mo>=</mml:mo></mml:mrow></mml:math></inline-formula> 0.65; RMSE <inline-formula><mml:math id="M50" display="inline"><mml:mo>=</mml:mo></mml:math></inline-formula> 0.17 m s<inline-formula><mml:math id="M51" 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>), O<inline-formula><mml:math id="M52" display="inline"><mml:msub><mml:mi/><mml:mn mathvariant="normal">2</mml:mn></mml:msub></mml:math></inline-formula> (<inline-formula><mml:math id="M53" display="inline"><mml:mrow><mml:mi>r</mml:mi><mml:mo>=</mml:mo></mml:mrow></mml:math></inline-formula> 0.59; RMSE <inline-formula><mml:math id="M54" display="inline"><mml:mo>=</mml:mo></mml:math></inline-formula> 0.19 m s<inline-formula><mml:math id="M55" 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>), and O<inline-formula><mml:math id="M56" display="inline"><mml:msub><mml:mi/><mml:mn mathvariant="normal">3</mml:mn></mml:msub></mml:math></inline-formula> (<inline-formula><mml:math id="M57" display="inline"><mml:mrow><mml:mi>r</mml:mi><mml:mo>=</mml:mo></mml:mrow></mml:math></inline-formula> 0.60; RMSE <inline-formula><mml:math id="M58" display="inline"><mml:mo>=</mml:mo></mml:math></inline-formula> 0.21 m s<inline-formula><mml:math id="M59" 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>), with the 95 %
significance level at the three points being <inline-formula><mml:math id="M60" display="inline"><mml:mo>±</mml:mo></mml:math></inline-formula> 0.13 (Fig. 1b–d). Further
details of the numerical model description of this applied HYCOM version can be
found in Hanifah and Ningsih (2016). In addition to the HYCOM-simulated
currents, to support analysis in this research, the Oceanic Niño and
Dipole Mode Indices (ONI and DMI, respectively) were used to identify
climate conditions and influences of interannual forcing associated with
ENSO and IOD on interannual variability of the zonal currents in the study
region. The ONI and DMI were obtained from NOAA website
(<uri>http://www.cpc.ncep.noaa.gov/data/indices/</uri>, last access: 21 February 2021) and the Japan Agency for Marine
Earth Science and Technology (JAMSTEC) website
(<uri>http://www.jamstec.go.jp/frcgc/research/d1/iod/iod/dipole_mode_index.html</uri>, last access: 21 February 2021), respectively. In addition, the wind fields
derived from NOAA
(<uri>https://www.esrl.noaa.gov/psd/data/gridded/data.ncep.reanalysis.derived.surface.html</uri>, last<?pagebreak page1118?> access: 17 May 2020)
are also used to investigate the effects of local and remote winds on zonal
current variations.</p>
      <p id="d1e790">The EOF method (i.e., Kantha and Clayson, 2000; Hannachi, 2004) was then
used to investigate the mode structure of the zonal current vertical profile
and its temporal variability, particularly at points A<inline-formula><mml:math id="M61" display="inline"><mml:msub><mml:mi/><mml:mi mathvariant="normal">SM</mml:mi></mml:msub></mml:math></inline-formula>, A<inline-formula><mml:math id="M62" display="inline"><mml:msub><mml:mi/><mml:mi mathvariant="normal">WJ</mml:mi></mml:msub></mml:math></inline-formula>, and
A<inline-formula><mml:math id="M63" display="inline"><mml:msub><mml:mi/><mml:mi mathvariant="normal">EJ</mml:mi></mml:msub></mml:math></inline-formula> (Transect A); points B<inline-formula><mml:math id="M64" display="inline"><mml:msub><mml:mi/><mml:mi mathvariant="normal">SM</mml:mi></mml:msub></mml:math></inline-formula>, B<inline-formula><mml:math id="M65" display="inline"><mml:msub><mml:mi/><mml:mi mathvariant="normal">WJ</mml:mi></mml:msub></mml:math></inline-formula>, and B<inline-formula><mml:math id="M66" display="inline"><mml:msub><mml:mi/><mml:mi mathvariant="normal">EJ</mml:mi></mml:msub></mml:math></inline-formula> (Transect B); and points C<inline-formula><mml:math id="M67" display="inline"><mml:msub><mml:mi/><mml:mi mathvariant="normal">SM</mml:mi></mml:msub></mml:math></inline-formula>, C<inline-formula><mml:math id="M68" display="inline"><mml:msub><mml:mi/><mml:mi mathvariant="normal">WJ</mml:mi></mml:msub></mml:math></inline-formula>, and C<inline-formula><mml:math id="M69" display="inline"><mml:msub><mml:mi/><mml:mi mathvariant="normal">EJ</mml:mi></mml:msub></mml:math></inline-formula> (Transect C), as shown in
Fig. 2. Moreover, temporal variability of the first EOF mode of zonal
current was analyzed by applying the EEMD method for<?pagebreak page1119?> decomposing a signal
into a series of intrinsic mode functions and investigating the zonal
current variability in the SETIO region adjacent to the southern coasts of
Sumatra and Java. Furthermore, a power spectral analysis (Emery and Thomson,
2001) was applied to the EEMD results to identify dominant periods of the
zonal current variability in the study area. The power spectral analysis is
computed from a measured time series by cutting the time series into several
segments and applying Fourier analysis to these segments. The contribution
from individual Fourier harmonics was subsequently summed to derive total
energy of time series. In addition, 95 % confidence red noise level in the
power spectrum, specified to acquire accurate confidence thresholds for true
periodic signatures, was calculated based on number of degrees of freedom in
each frequency band (Mann and Lees, 1996).</p>

      <?xmltex \floatpos{t}?><fig id="Ch1.F2"><?xmltex \currentcnt{2}?><?xmltex \def\figurename{Figure}?><label>Figure 2</label><caption><p id="d1e877">The area of study interest in the SETIO region adjacent to
the Sumatran and Javan southern coasts. The blue arrows show climatological
(yearly mean) surface (1 m) current field over 64 years from 1950 to 2013.
Yellow lines are the meridional sections along the three longitudes
(98, 107, and 113<inline-formula><mml:math id="M70" display="inline"><mml:msup><mml:mi/><mml:mo>∘</mml:mo></mml:msup></mml:math></inline-formula> E), while red lines
are the three selected transects: A, B, and C. Green, yellow, and cyan
circles are the locations in which the zonal currents are analyzed, namely
points A<inline-formula><mml:math id="M71" display="inline"><mml:msub><mml:mi/><mml:mi mathvariant="normal">SM</mml:mi></mml:msub></mml:math></inline-formula>, A<inline-formula><mml:math id="M72" display="inline"><mml:msub><mml:mi/><mml:mi mathvariant="normal">WJ</mml:mi></mml:msub></mml:math></inline-formula>,
A<inline-formula><mml:math id="M73" display="inline"><mml:msub><mml:mi/><mml:mi mathvariant="normal">EJ</mml:mi></mml:msub></mml:math></inline-formula> (on Transect A); points
B<inline-formula><mml:math id="M74" display="inline"><mml:msub><mml:mi/><mml:mi mathvariant="normal">SM</mml:mi></mml:msub></mml:math></inline-formula>, B<inline-formula><mml:math id="M75" display="inline"><mml:msub><mml:mi/><mml:mi mathvariant="normal">WJ</mml:mi></mml:msub></mml:math></inline-formula>, and
B<inline-formula><mml:math id="M76" display="inline"><mml:msub><mml:mi/><mml:mi mathvariant="normal">EJ</mml:mi></mml:msub></mml:math></inline-formula> (on Transect B); and points
C<inline-formula><mml:math id="M77" display="inline"><mml:msub><mml:mi/><mml:mi mathvariant="normal">SM</mml:mi></mml:msub></mml:math></inline-formula>, C<inline-formula><mml:math id="M78" display="inline"><mml:msub><mml:mi/><mml:mi mathvariant="normal">WJ</mml:mi></mml:msub></mml:math></inline-formula>, and
C<inline-formula><mml:math id="M79" display="inline"><mml:msub><mml:mi/><mml:mi mathvariant="normal">EJ</mml:mi></mml:msub></mml:math></inline-formula> (on Transect C). The subscripts SM, WJ, and
EJ denote regions which are close to Sumatra, West Java, and East Java, respectively.</p></caption>
        <?xmltex \igopts{width=241.848425pt}?><graphic xlink:href="https://os.copernicus.org/articles/17/1115/2021/os-17-1115-2021-f02.png"/>

      </fig>

<?xmltex \hack{\newpage}?>
</sec>
<sec id="Ch1.S3">
  <label>3</label><title>Results</title>
<sec id="Ch1.S3.SS1">
  <label>3.1</label><title>Distinctive features of zonal currents in the study area</title>
      <p id="d1e994">As we are interested in investigating characteristics of the main ocean currents
that exist in the SETIO adjacent to the Sumatran and Javan southern coasts, such
as the SJC, ITF, and SEC, in this study we only considered major components of
those currents, namely the zonal current component, which was analyzed
from the surface to 800 m depth. The maximum depth of 800 m was chosen to capture the
presence of prevailing ocean currents in the area of study and the
surrounding regions, such as cores of the SJUC. For example, these cores in
the Ombai Strait exist at about 400–800 m depth (Sprintall et al., 2010).
Furthermore, based on monthly averaged surface currents over a 64-year period
(1950–2013), we analyzed the zonal currents at three transects, namely
Transects A, B, and C, which represent the coastal region, the transition zone
between coastal and offshore regions, and the offshore region, respectively
(Fig. 2). Transects A and C were selected with respect to the prevalence of
ocean currents in the area of interest, representing nearshore (SJC) and
offshore (ITF–SEC) areas, respectively (Qu and Meyers, 2005; Fang et al.,
2009; Ding et al., 2013). In the present study, we have performed additional
analyses of current characteristics of Transect B as the transition zone
between the SJC region (Transect A) and ITF–SEC region (Transect C) due to
the existence of typical features of zonal currents along the three
transects (A, B, and C), as shown in Fig. 2.</p>
      <p id="d1e997">To support our reasons for assigning the three transects, we have provided
Fig. 3 (as an example), which clearly shows the particular features of
near-surface zonal currents along the three transects. Dynamics of zonal
surface currents on Transect A (Fig. 3c), especially along the southern
coasts of Sumatra and Java (98–114<inline-formula><mml:math id="M80" display="inline"><mml:msup><mml:mi/><mml:mo>∘</mml:mo></mml:msup></mml:math></inline-formula> E), show a complex
interplay between remote wind forcings from both the equatorial Indian and
Pacific Oceans and local wind. In general, there are enhanced
eastward-flowing currents during MAM and SON, which are probably attributed
to Kelvin wave passage. Seasonal characteristics of zonal currents associated
with local wind, which is eastward (westward) during DJF (JJA), especially
along the southern coast of Java, can be clearly seen after 6–12 months of
band-pass filtering (figure not shown). In contrast, westward currents are
dominant along Transect C (Fig. 3e). Meanwhile, although westward currents
are quite dominant along Transect B, eastward currents are also present,
especially at longitudes 95–107<inline-formula><mml:math id="M81" display="inline"><mml:msup><mml:mi/><mml:mo>∘</mml:mo></mml:msup></mml:math></inline-formula> E (Fig. 3d).
Here, longitude–depth plots of mean zonal currents along sections A, B,
and C are also presented in Fig. 4, which clearly shows the different zonal
current system along the transects. Mean zonal currents along Transect A
(Fig. 4a) show two distinguishing features: (1) the mean currents dominantly
flow eastward from the sea surface to 100 m depth (95–114<inline-formula><mml:math id="M82" display="inline"><mml:msup><mml:mi/><mml:mo>∘</mml:mo></mml:msup></mml:math></inline-formula> E), and (2) they are predominantly westward from 115<inline-formula><mml:math id="M83" display="inline"><mml:msup><mml:mi/><mml:mo>∘</mml:mo></mml:msup></mml:math></inline-formula> E to 122<inline-formula><mml:math id="M84" display="inline"><mml:msup><mml:mi/><mml:mo>∘</mml:mo></mml:msup></mml:math></inline-formula> E. The 115<inline-formula><mml:math id="M85" display="inline"><mml:msup><mml:mi/><mml:mo>∘</mml:mo></mml:msup></mml:math></inline-formula> E longitude line is a region that<?pagebreak page1120?> is close to the Lombok Strait (LS; one of
the ITF exit passages). In addition,
the mean eastward current at A<inline-formula><mml:math id="M86" display="inline"><mml:msub><mml:mi/><mml:mi mathvariant="normal">EJ</mml:mi></mml:msub></mml:math></inline-formula> also exists at depths beneath 100 m and
reaches about 0.03 m s<inline-formula><mml:math id="M87" 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> at <inline-formula><mml:math id="M88" display="inline"><mml:mo>∼</mml:mo></mml:math></inline-formula> 400 m. Meanwhile, the
average current on Transect B (the transitional zone) is westward,
especially at longitudes 101 to 107<inline-formula><mml:math id="M89" display="inline"><mml:msup><mml:mi/><mml:mo>∘</mml:mo></mml:msup></mml:math></inline-formula> E (Fig. 4b). In
the offshore region (Transect C), the mean zonal current flows westward
throughout the region (Fig. 4c).</p>

      <?xmltex \floatpos{t}?><fig id="Ch1.F3" specific-use="star"><?xmltex \currentcnt{3}?><?xmltex \def\figurename{Figure}?><label>Figure 3</label><caption><p id="d1e1094">Time–longitude profiles of <bold>(a)</bold> ONI and <bold>(b)</bold> DMI and monthly
averages of surface (1 m) zonal currents along <bold>(c)</bold> Transect A, <bold>(d)</bold> Transect
B, and <bold>(e)</bold> Transect C. Positive (negative) values of the zonal currents
indicate eastward (westward) currents. Meanwhile, dashed green lines denote the longitudes
of the nine selected points.</p></caption>
          <?xmltex \igopts{width=503.61378pt}?><graphic xlink:href="https://os.copernicus.org/articles/17/1115/2021/os-17-1115-2021-f03.png"/>

        </fig>

      <?xmltex \floatpos{t}?><fig id="Ch1.F4" specific-use="star"><?xmltex \currentcnt{4}?><?xmltex \def\figurename{Figure}?><label>Figure 4</label><caption><p id="d1e1121">Longitude–depth profiles of mean zonal currents along <bold>(a)</bold> Transect A, <bold>(b)</bold> Transect B, and <bold>(c)</bold> Transect C. Positive (negative)
values of the zonal currents indicate eastward (westward) currents. Dashed green lines
denote the longitudes of the nine selected points, whereas the dashed orange
line denotes the longitude of Lombok Strait (LS).</p></caption>
          <?xmltex \igopts{width=503.61378pt}?><graphic xlink:href="https://os.copernicus.org/articles/17/1115/2021/os-17-1115-2021-f04.png"/>

        </fig>

      <p id="d1e1139">Moreover, we also presented meridional sections of zonal current along the
three longitudes (yellow lines in Fig. 2) to justify the selection of the
locations for analyzing zonal current characteristics, namely sections
Sumatra (SM; 98<inline-formula><mml:math id="M90" display="inline"><mml:msup><mml:mi/><mml:mo>∘</mml:mo></mml:msup></mml:math></inline-formula> E), West Java (WJ; 107<inline-formula><mml:math id="M91" display="inline"><mml:msup><mml:mi/><mml:mo>∘</mml:mo></mml:msup></mml:math></inline-formula> E), and East Java (EJ;
113<inline-formula><mml:math id="M92" display="inline"><mml:msup><mml:mi/><mml:mo>∘</mml:mo></mml:msup></mml:math></inline-formula> E), as shown in Fig. 5 (as an example). Figure 5 clearly shows
the typical features of near-surface zonal currents along the three
meridional sections, namely the coastal (SJC) area (0–<inline-formula><mml:math id="M93" display="inline"><mml:mo>∼</mml:mo></mml:math></inline-formula> 2.5<inline-formula><mml:math id="M94" display="inline"><mml:msup><mml:mi/><mml:mo>∘</mml:mo></mml:msup></mml:math></inline-formula> S at SM; <inline-formula><mml:math id="M95" display="inline"><mml:mo>∼</mml:mo></mml:math></inline-formula> 7–8.5<inline-formula><mml:math id="M96" display="inline"><mml:msup><mml:mi/><mml:mo>∘</mml:mo></mml:msup></mml:math></inline-formula> S at WJ; and <inline-formula><mml:math id="M97" display="inline"><mml:mo>∼</mml:mo></mml:math></inline-formula> 8–9.5<inline-formula><mml:math id="M98" display="inline"><mml:msup><mml:mi/><mml:mo>∘</mml:mo></mml:msup></mml:math></inline-formula> S at
EJ), the transitional zone (<inline-formula><mml:math id="M99" display="inline"><mml:mo lspace="0mm">∼</mml:mo></mml:math></inline-formula> 2.5–9<inline-formula><mml:math id="M100" display="inline"><mml:msup><mml:mi/><mml:mo>∘</mml:mo></mml:msup></mml:math></inline-formula> S at SM;
<inline-formula><mml:math id="M101" display="inline"><mml:mo>∼</mml:mo></mml:math></inline-formula> 8.5–10<inline-formula><mml:math id="M102" display="inline"><mml:msup><mml:mi/><mml:mo>∘</mml:mo></mml:msup></mml:math></inline-formula> S at WJ; and <inline-formula><mml:math id="M103" display="inline"><mml:mo>∼</mml:mo></mml:math></inline-formula> 9.5–10.5<inline-formula><mml:math id="M104" display="inline"><mml:msup><mml:mi/><mml:mo>∘</mml:mo></mml:msup></mml:math></inline-formula> S at EJ); and the offshore (ITF–SEC) area
(<inline-formula><mml:math id="M105" display="inline"><mml:mo lspace="0mm">∼</mml:mo></mml:math></inline-formula> 9–12<inline-formula><mml:math id="M106" display="inline"><mml:msup><mml:mi/><mml:mo>∘</mml:mo></mml:msup></mml:math></inline-formula> S at SM; <inline-formula><mml:math id="M107" display="inline"><mml:mo>∼</mml:mo></mml:math></inline-formula> 10–12<inline-formula><mml:math id="M108" display="inline"><mml:msup><mml:mi/><mml:mo>∘</mml:mo></mml:msup></mml:math></inline-formula> S at WJ; and <inline-formula><mml:math id="M109" display="inline"><mml:mo>∼</mml:mo></mml:math></inline-formula> 10.5–12<inline-formula><mml:math id="M110" display="inline"><mml:msup><mml:mi/><mml:mo>∘</mml:mo></mml:msup></mml:math></inline-formula> S at
EJ).</p>

      <?xmltex \floatpos{t}?><fig id="Ch1.F5" specific-use="star"><?xmltex \currentcnt{5}?><?xmltex \def\figurename{Figure}?><label>Figure 5</label><caption><p id="d1e1318">The zonal surface (1 m) currents along three meridional
sections (yellow lines in Fig. 2): <bold>(a)</bold> SM (98<inline-formula><mml:math id="M111" display="inline"><mml:msup><mml:mi/><mml:mo>∘</mml:mo></mml:msup></mml:math></inline-formula> E),
<bold>(b)</bold>, WJ (107<inline-formula><mml:math id="M112" display="inline"><mml:msup><mml:mi/><mml:mo>∘</mml:mo></mml:msup></mml:math></inline-formula> E), and <bold>(c)</bold> EJ (113<inline-formula><mml:math id="M113" display="inline"><mml:msup><mml:mi/><mml:mo>∘</mml:mo></mml:msup></mml:math></inline-formula> E). Positive (negative) values of the zonal currents indicate
eastward (westward) currents. Meanwhile, dashed green lines denote  the latitudes of the
nine selected points. SL stands for shoreline.</p></caption>
          <?xmltex \igopts{width=503.61378pt}?><graphic xlink:href="https://os.copernicus.org/articles/17/1115/2021/os-17-1115-2021-f05.png"/>

        </fig>

      <p id="d1e1364">Furthermore, because we are specifically interested in zonal current
characteristics off southern waters of Sumatra and Java, we selected three
points on each transect, namely points A<inline-formula><mml:math id="M114" display="inline"><mml:msub><mml:mi/><mml:mi mathvariant="normal">SM</mml:mi></mml:msub></mml:math></inline-formula>, A<inline-formula><mml:math id="M115" display="inline"><mml:msub><mml:mi/><mml:mi mathvariant="normal">WJ</mml:mi></mml:msub></mml:math></inline-formula>, and A<inline-formula><mml:math id="M116" display="inline"><mml:msub><mml:mi/><mml:mi mathvariant="normal">EJ</mml:mi></mml:msub></mml:math></inline-formula> on
Transect A; points B<inline-formula><mml:math id="M117" display="inline"><mml:msub><mml:mi/><mml:mi mathvariant="normal">SM</mml:mi></mml:msub></mml:math></inline-formula>, B<inline-formula><mml:math id="M118" display="inline"><mml:msub><mml:mi/><mml:mi mathvariant="normal">WJ</mml:mi></mml:msub></mml:math></inline-formula>, and B<inline-formula><mml:math id="M119" display="inline"><mml:msub><mml:mi/><mml:mi mathvariant="normal">EJ</mml:mi></mml:msub></mml:math></inline-formula> on Transect B;
and points C<inline-formula><mml:math id="M120" display="inline"><mml:msub><mml:mi/><mml:mi mathvariant="normal">SM</mml:mi></mml:msub></mml:math></inline-formula>, C<inline-formula><mml:math id="M121" display="inline"><mml:msub><mml:mi/><mml:mi mathvariant="normal">WJ</mml:mi></mml:msub></mml:math></inline-formula>, and C<inline-formula><mml:math id="M122" display="inline"><mml:msub><mml:mi/><mml:mi mathvariant="normal">EJ</mml:mi></mml:msub></mml:math></inline-formula> on Transect C with respect
to the particular features of zonal currents shown in Figs. 2, 3c–e,
and 4–5. Here, the subscripts SM, WJ, and EJ of the nine selected
points represent regions that are close to Sumatra, West Java, and East Java,
respectively.</p>
</sec>
<sec id="Ch1.S3.SS2">
  <label>3.2</label><title>Climatological current fields</title>
      <p id="d1e1457">Based on the unique features of near-surface zonal currents along the three
meridional sections (EJ: A<inline-formula><mml:math id="M123" display="inline"><mml:msub><mml:mi/><mml:mi mathvariant="normal">EJ</mml:mi></mml:msub></mml:math></inline-formula>-B<inline-formula><mml:math id="M124" display="inline"><mml:msub><mml:mi/><mml:mi mathvariant="normal">EJ</mml:mi></mml:msub></mml:math></inline-formula>-C<inline-formula><mml:math id="M125" display="inline"><mml:msub><mml:mi/><mml:mi mathvariant="normal">EJ</mml:mi></mml:msub></mml:math></inline-formula>; WJ:
A<inline-formula><mml:math id="M126" display="inline"><mml:msub><mml:mi/><mml:mi mathvariant="normal">WJ</mml:mi></mml:msub></mml:math></inline-formula>-B<inline-formula><mml:math id="M127" display="inline"><mml:msub><mml:mi/><mml:mi mathvariant="normal">WJ</mml:mi></mml:msub></mml:math></inline-formula>-C<inline-formula><mml:math id="M128" display="inline"><mml:msub><mml:mi/><mml:mi mathvariant="normal">WJ</mml:mi></mml:msub></mml:math></inline-formula>; and SM: A<inline-formula><mml:math id="M129" display="inline"><mml:msub><mml:mi/><mml:mi mathvariant="normal">SM</mml:mi></mml:msub></mml:math></inline-formula>-B<inline-formula><mml:math id="M130" display="inline"><mml:msub><mml:mi/><mml:mi mathvariant="normal">SM</mml:mi></mml:msub></mml:math></inline-formula>-C<inline-formula><mml:math id="M131" display="inline"><mml:msub><mml:mi/><mml:mi mathvariant="normal">SM</mml:mi></mml:msub></mml:math></inline-formula> in Fig. 2) as
shown in Fig. 5, we further investigated the vertical structure of zonal current
along the sections. Figure 6 shows seasonal mean profiles of zonal current
velocity and its average (the climatological current field) over a period
of 64 years (1950–2013). Seasonal variations in the zonal currents were
analyzed during DJF, MAM, JJA, and SON at each point (Sections EJ, WJ, and
SM), as shown in Fig. 2. It can be clearly seen in Fig. 6 that there are
special characteristics of the mean zonal currents on each meridional
transect (denoted by black lines in Fig. 6). In the following
subsections, we analyze the climatological current fields of each
meridional transect.</p>

      <?xmltex \floatpos{p}?><fig id="Ch1.F6" specific-use="star"><?xmltex \currentcnt{6}?><?xmltex \def\figurename{Figure}?><label>Figure 6</label><caption><p id="d1e1544">Mean and seasonal profiles of zonal current
velocity derived from the HYCOM simulation results for the period of 1950
through 2013 at the following points: <bold>(a)</bold> A<inline-formula><mml:math id="M132" display="inline"><mml:msub><mml:mi/><mml:mi mathvariant="normal">EJ</mml:mi></mml:msub></mml:math></inline-formula>, <bold>(b)</bold> B<inline-formula><mml:math id="M133" display="inline"><mml:msub><mml:mi/><mml:mi mathvariant="normal">EJ</mml:mi></mml:msub></mml:math></inline-formula>, <bold>(c)</bold> C<inline-formula><mml:math id="M134" display="inline"><mml:msub><mml:mi/><mml:mi mathvariant="normal">EJ</mml:mi></mml:msub></mml:math></inline-formula>, <bold>(g)</bold> A<inline-formula><mml:math id="M135" display="inline"><mml:msub><mml:mi/><mml:mi mathvariant="normal">WJ</mml:mi></mml:msub></mml:math></inline-formula>, <bold>(h)</bold> B<inline-formula><mml:math id="M136" display="inline"><mml:msub><mml:mi/><mml:mi mathvariant="normal">WJ</mml:mi></mml:msub></mml:math></inline-formula>, <bold>(i)</bold> C<inline-formula><mml:math id="M137" display="inline"><mml:msub><mml:mi/><mml:mi mathvariant="normal">WJ</mml:mi></mml:msub></mml:math></inline-formula>, <bold>(m)</bold> A<inline-formula><mml:math id="M138" display="inline"><mml:msub><mml:mi/><mml:mi mathvariant="normal">SM</mml:mi></mml:msub></mml:math></inline-formula>, <bold>(n)</bold> B<inline-formula><mml:math id="M139" display="inline"><mml:msub><mml:mi/><mml:mi mathvariant="normal">SM</mml:mi></mml:msub></mml:math></inline-formula>, and <bold>(o)</bold> C<inline-formula><mml:math id="M140" display="inline"><mml:msub><mml:mi/><mml:mi mathvariant="normal">SM</mml:mi></mml:msub></mml:math></inline-formula>. Meanwhile,
<bold>(d)</bold>–<bold>(f)</bold>, <bold>(j)</bold>–<bold>(l)</bold>, and <bold>(p)</bold>–<bold>(r)</bold> are the same as <bold>(a)</bold>–<bold>(c)</bold>, <bold>(g)</bold>–<bold>(i)</bold>, and
<bold>(m)</bold>–<bold>(o)</bold>, respectively, except provide results for depths of 0–100 m.</p></caption>
          <?xmltex \igopts{width=341.433071pt}?><graphic xlink:href="https://os.copernicus.org/articles/17/1115/2021/os-17-1115-2021-f06.png"/>

        </fig>

<sec id="Ch1.S3.SS2.SSS1">
  <label>3.2.1</label><?xmltex \opttitle{Vertical structure of zonal current along the meridional section of East Java
(A${}_{\mathrm{EJ}}$-B${}_{\mathrm{EJ}}$-C${}_{\mathrm{EJ}}$)}?><title>Vertical structure of zonal current along the meridional section of East Java
(A<inline-formula><mml:math id="M141" display="inline"><mml:msub><mml:mi/><mml:mi mathvariant="normal">EJ</mml:mi></mml:msub></mml:math></inline-formula>-B<inline-formula><mml:math id="M142" display="inline"><mml:msub><mml:mi/><mml:mi mathvariant="normal">EJ</mml:mi></mml:msub></mml:math></inline-formula>-C<inline-formula><mml:math id="M143" display="inline"><mml:msub><mml:mi/><mml:mi mathvariant="normal">EJ</mml:mi></mml:msub></mml:math></inline-formula>)</title>
      <p id="d1e1737">A different zonal current system along the meridional transect of East Java (EJ;
A<inline-formula><mml:math id="M144" display="inline"><mml:msub><mml:mi/><mml:mi mathvariant="normal">EJ</mml:mi></mml:msub></mml:math></inline-formula>-B<inline-formula><mml:math id="M145" display="inline"><mml:msub><mml:mi/><mml:mi mathvariant="normal">EJ</mml:mi></mml:msub></mml:math></inline-formula>-C<inline-formula><mml:math id="M146" display="inline"><mml:msub><mml:mi/><mml:mi mathvariant="normal">EJ</mml:mi></mml:msub></mml:math></inline-formula>) can clearly be seen in Fig. 6a–f. On average,
for the period 1950 through 2013, zonal climatological current at A<inline-formula><mml:math id="M147" display="inline"><mml:msub><mml:mi/><mml:mi mathvariant="normal">EJ</mml:mi></mml:msub></mml:math></inline-formula>
(nearshore area) generally flows eastward from the sea surface to 100 m
depth (Fig. 6a and d) and reaches a maximum value of about 0.16 m s<inline-formula><mml:math id="M148" 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>. It is suggested that the average zonal current at this point is
mainly attributed to SJC, and it shows seasonal variations. During the SE
monsoon (JJA), the strength of climatological eastward SJC at this point
in upper 10 m depth reduces (Fig. 6d). Meanwhile, during the NW monsoon
(DJF), the current in the upper 10 m (Fig. 6d) flows more eastward in
response to the prevailing northwesterly winds (Fig. 7). In general, the
mean eastward current at A<inline-formula><mml:math id="M149" display="inline"><mml:msub><mml:mi/><mml:mi mathvariant="normal">EJ</mml:mi></mml:msub></mml:math></inline-formula>, during DJF was attributed to local winds.
Interestingly, during this monsoon period (DJF), the eastward current at
A<inline-formula><mml:math id="M150" display="inline"><mml:msub><mml:mi/><mml:mi mathvariant="normal">EJ</mml:mi></mml:msub></mml:math></inline-formula>, particularly that at depths beneath 100 m, strengthens and occurs
up to <inline-formula><mml:math id="M151" display="inline"><mml:mo>∼</mml:mo></mml:math></inline-formula> 800 m. Other physical processes may account for the
enhanced eastward current at this point. The SJC and SJUC, which are
seasonally varying currents and predominantly eastward, are defined as the
surface current in the upper 150 m and the subsurface current beneath 150 m
down to 1000 m, respectively (Iskandar et al., 2006). The eastward-flowing
SJC and SJUC are intensified, coinciding with the arrival of a seasonal
downwelling Kelvin wave along the southern coast of Java (e.g., Sprintall et
al., 1999, 2000; Iskandar et al., 2006). Downwelling Kelvin waves
originating in the equatorial Indian Ocean during the transitional monsoons
propagate along the coasts of western Sumatra and southern Java with phase
speeds ranging from 1.5 to 2.9 m s<inline-formula><mml:math id="M152" 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> (e.g., Sprintall et al., 2000;
Syamsudin et al., 2004; Iskandar et al., 2005). These phase speeds indicate
that the downwelling Kelvin waves will arrive at A<inline-formula><mml:math id="M153" display="inline"><mml:msub><mml:mi/><mml:mi mathvariant="normal">EJ</mml:mi></mml:msub></mml:math></inline-formula> in 21–41 d. In
this case, downwelling Kelvin waves generated during the monsoon transition
period in November may arrive at A<inline-formula><mml:math id="M154" display="inline"><mml:msub><mml:mi/><mml:mi mathvariant="normal">EJ</mml:mi></mml:msub></mml:math></inline-formula> in December–January. Therefore, in
addition to the local eastward winds, the downwelling Kelvin waves may also
contribute to strengthen the eastward currents at A<inline-formula><mml:math id="M155" display="inline"><mml:msub><mml:mi/><mml:mi mathvariant="normal">EJ</mml:mi></mml:msub></mml:math></inline-formula> during the NW
monsoon, including those at depths beneath 100 m.</p>

      <?xmltex \floatpos{t}?><fig id="Ch1.F7"><?xmltex \currentcnt{7}?><?xmltex \def\figurename{Figure}?><label>Figure 7</label><caption><p id="d1e1856">Mean NW monsoon for the period of 1950
to 2013 (climatological wind field during the DJF).</p></caption>
            <?xmltex \igopts{width=241.848425pt}?><graphic xlink:href="https://os.copernicus.org/articles/17/1115/2021/os-17-1115-2021-f07.png"/>

          </fig>

      <p id="d1e1865">Meanwhile, the average current at B<inline-formula><mml:math id="M156" display="inline"><mml:msub><mml:mi/><mml:mi mathvariant="normal">EJ</mml:mi></mml:msub></mml:math></inline-formula> (the transitional zone) is
westward. It is suggested that the mean westward current at the point
B<inline-formula><mml:math id="M157" display="inline"><mml:msub><mml:mi/><mml:mi mathvariant="normal">EJ</mml:mi></mml:msub></mml:math></inline-formula> is more dominated by the ITF (shown by black lines in Fig. 6b and
e). Based on observations of the exit passages (Lombok Strait, Timor
Passage, and total ITF along exit passages), ITF in JJA is stronger than
that in DJF (e.g., Sprintall et al., 2009). In this study, however, it is
found that westward current at the point B<inline-formula><mml:math id="M158" display="inline"><mml:msub><mml:mi/><mml:mi mathvariant="normal">EJ</mml:mi></mml:msub></mml:math></inline-formula> at 100 m depth is stronger
during DJF than JJA. This phase changing (delay) of the ITF seasonality from
JJA to DJF at this point is also found in the Ombai Strait as documented by
Sprintall et al. (2009, their Table 3; 2010, their Fig. 3). Moreover,
Sprintall et al. (2010) found cores of subsurface maximum ITF during DJF
extending from 100–250 m (100–800 m) depth at the northern (southern) part
of the strait. In the present study, this seasonal feature of the
subsurface maximum ITF is also found at B<inline-formula><mml:math id="M159" display="inline"><mml:msub><mml:mi/><mml:mi mathvariant="normal">EJ</mml:mi></mml:msub></mml:math></inline-formula>, in which the corresponding
westward current at this point reaches its maximum values at <inline-formula><mml:math id="M160" display="inline"><mml:mo>∼</mml:mo></mml:math></inline-formula> 100 m depth and<?pagebreak page1121?> the maximum westward current is stronger during DJF than JJA
(Fig. 6b and e). Hence, we suggest that the primary driver for zonal
westward current at B<inline-formula><mml:math id="M161" display="inline"><mml:msub><mml:mi/><mml:mi mathvariant="normal">EJ</mml:mi></mml:msub></mml:math></inline-formula> is the ITF coming from the southern Ombai
Strait. To confirm the above relation, we have calculated the correlation
between zonal westward current at a depth of <inline-formula><mml:math id="M162" display="inline"><mml:mo>∼</mml:mo></mml:math></inline-formula> 100 m at point
B<inline-formula><mml:math id="M163" display="inline"><mml:msub><mml:mi/><mml:mi mathvariant="normal">EJ</mml:mi></mml:msub></mml:math></inline-formula> and that representing subsurface (<inline-formula><mml:math id="M164" display="inline"><mml:mo lspace="0mm">∼</mml:mo></mml:math></inline-formula> 200 m) maximum
ITF in the southern Ombai Strait (Sprintall et al., 2010). The correlation
coefficient between the zonal westward current at <inline-formula><mml:math id="M165" display="inline"><mml:mo>∼</mml:mo></mml:math></inline-formula> 100 m at
the B<inline-formula><mml:math id="M166" display="inline"><mml:msub><mml:mi/><mml:mi mathvariant="normal">EJ</mml:mi></mml:msub></mml:math></inline-formula> and that of the southern Ombai Strait is 0.58, with a 95 %
significance level of approximately <inline-formula><mml:math id="M167" display="inline"><mml:mo>±</mml:mo></mml:math></inline-formula> 0.33. This study shows that the
zonal westward current at 100 m depth at B<inline-formula><mml:math id="M168" display="inline"><mml:msub><mml:mi/><mml:mi mathvariant="normal">EJ</mml:mi></mml:msub></mml:math></inline-formula> has a strong correlation
with the subsurface (<inline-formula><mml:math id="M169" display="inline"><mml:mo lspace="0mm">∼</mml:mo></mml:math></inline-formula> 200 m) maximum ITF in the southern
Ombai Strait, confirming that the ITF flowing from the Ombai Strait is the
primary driver for zonal westward current at B<inline-formula><mml:math id="M170" display="inline"><mml:msub><mml:mi/><mml:mi mathvariant="normal">EJ</mml:mi></mml:msub></mml:math></inline-formula>.</p>
      <p id="d1e1994">In the offshore region of the study area, zonal current at C<inline-formula><mml:math id="M171" display="inline"><mml:msub><mml:mi/><mml:mi mathvariant="normal">EJ</mml:mi></mml:msub></mml:math></inline-formula> (Fig. 6c and f) flows westward throughout the year and has average velocity
around 0.20 m s<inline-formula><mml:math id="M172" 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> in the upper 100 m. Under such characteristics, we
propose that the westward current at this point is the SEC in the southeast
Indian Ocean, which joins the ITF flowing out from the Lombok and Ombai
straits and Timor Passage. The HYCOM westward current at this point is
stronger during JJA than DJF, which is associated with seasonal
characteristics of the ITF in Lombok Strait and Timor Passage and of the total
ITF through the Lombok and Ombai straits and Timor Passage (Potemra, 1999;
Sprintall et al., 2009). The westward current at C<inline-formula><mml:math id="M173" display="inline"><mml:msub><mml:mi/><mml:mi mathvariant="normal">EJ</mml:mi></mml:msub></mml:math></inline-formula> (Fig. 6c and f)
reaches its maximum value of about 0.31 m s<inline-formula><mml:math id="M174" 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>.</p>
</sec>
<sec id="Ch1.S3.SS2.SSS2">
  <label>3.2.2</label><?xmltex \opttitle{Vertical structure of zonal current along the meridional section of West Java
(A${}_{\mathrm{WJ}}$-B${}_{\mathrm{WJ}}$-C${}_{\mathrm{WJ}}$)}?><title>Vertical structure of zonal current along the meridional section of West Java
(A<inline-formula><mml:math id="M175" display="inline"><mml:msub><mml:mi/><mml:mi mathvariant="normal">WJ</mml:mi></mml:msub></mml:math></inline-formula>-B<inline-formula><mml:math id="M176" display="inline"><mml:msub><mml:mi/><mml:mi mathvariant="normal">WJ</mml:mi></mml:msub></mml:math></inline-formula>-C<inline-formula><mml:math id="M177" display="inline"><mml:msub><mml:mi/><mml:mi mathvariant="normal">WJ</mml:mi></mml:msub></mml:math></inline-formula>)</title>
      <p id="d1e2076">Figure 6g–l show the vertical structure of the zonal current along the meridional
transect of West Java (WJ; A<inline-formula><mml:math id="M178" display="inline"><mml:msub><mml:mi/><mml:mi mathvariant="normal">WJ</mml:mi></mml:msub></mml:math></inline-formula>-B<inline-formula><mml:math id="M179" display="inline"><mml:msub><mml:mi/><mml:mi mathvariant="normal">WJ</mml:mi></mml:msub></mml:math></inline-formula>-C<inline-formula><mml:math id="M180" display="inline"><mml:msub><mml:mi/><mml:mi mathvariant="normal">WJ</mml:mi></mml:msub></mml:math></inline-formula>). Similar to A<inline-formula><mml:math id="M181" display="inline"><mml:msub><mml:mi/><mml:mi mathvariant="normal">EJ</mml:mi></mml:msub></mml:math></inline-formula>,
mean zonal current at A<inline-formula><mml:math id="M182" display="inline"><mml:msub><mml:mi/><mml:mi mathvariant="normal">WJ</mml:mi></mml:msub></mml:math></inline-formula> (nearshore region) is attributed to the SJC,
which generally flows eastward in the upper 100 m depth (Fig. 6g and j) and
reaches a maximum value of about 0.12 m s<inline-formula><mml:math id="M183" 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>. Our simulation shows
that during the monsoon transitions (MAM and SON), SJC is eastward and
intensified by the propagation of coastal Kelvin waves associated with the
Wyrtki Jet in the equatorial Indian Ocean, which is forced by the local
equatorial zonal winds during both monsoons. These waves propagate along the
Sumatran and Javan coasts (i.e., Sprintall et al., 2000; Druskha et al., 2010;
Iskandar et al., 2009) and some portions propagate northward into the Lombok
and Makassar Straits (Susanto et al., 2000, 2012; Pujiana et al., 2013),
whereas the remaining parts continue eastward (Syamsuddin et al., 2004).
Furthermore, the present study shows that the eastward current during SON is
stronger than that during MAM, which is consistent with mooring observation
in the Makassar Strait (Susanto et al., 2012; their Fig. 3). The stronger
eastward current during SON was supposed<?pagebreak page1122?> to be attributed to the faster and
more intense climatological Wyrtki Jet during SON rather than during MAM
(Knox, 1976; McPhaden, 1982; Han et al., 1999; Qiu et al., 2009; McPhaden et
al., 2015; Figs. 1d and 2e of Duan et al., 2016) and also associated with stronger wind forcing over the eastern equatorial Indian Ocean during
the SON period than the MAM period (figure not shown), which in turn causes the jet.</p>
      <p id="d1e2137">Moreover, it can be seen that during the NW monsoon the eastward current at
A<inline-formula><mml:math id="M184" display="inline"><mml:msub><mml:mi/><mml:mi mathvariant="normal">WJ</mml:mi></mml:msub></mml:math></inline-formula> (Fig. 6g and j) is weaker than that at A<inline-formula><mml:math id="M185" display="inline"><mml:msub><mml:mi/><mml:mi mathvariant="normal">EJ</mml:mi></mml:msub></mml:math></inline-formula> (Fig. 6a and
d). The weaker current at A<inline-formula><mml:math id="M186" display="inline"><mml:msub><mml:mi/><mml:mi mathvariant="normal">WJ</mml:mi></mml:msub></mml:math></inline-formula> may exist as a consequence of the weaker
mean NW monsoon at this point compared with that at A<inline-formula><mml:math id="M187" display="inline"><mml:msub><mml:mi/><mml:mi mathvariant="normal">EJ</mml:mi></mml:msub></mml:math></inline-formula> (Fig. 7).
Interestingly, at a depth of 100 m, there is a maximum westward current at
A<inline-formula><mml:math id="M188" display="inline"><mml:msub><mml:mi/><mml:mi mathvariant="normal">WJ</mml:mi></mml:msub></mml:math></inline-formula> during DJF with velocity of about 0.1 m s<inline-formula><mml:math id="M189" 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> (Fig. 6g and j).
Here, we suggest that ITF is the cause of the westward current at 100 m at
A<inline-formula><mml:math id="M190" display="inline"><mml:msub><mml:mi/><mml:mi mathvariant="normal">WJ</mml:mi></mml:msub></mml:math></inline-formula> during the DJF. In regard to the ITF, Fig. 3 of Sprintall et al. (2010) shows cores of subsurface maximum ITF extending from 100 to 250 m
depth in the northern part of the Ombai Strait and from 100 to 800 m depth
at the southern part of the strait during DJF. Meanwhile, the influence of
ITF on the zonal current at A<inline-formula><mml:math id="M191" display="inline"><mml:msub><mml:mi/><mml:mi mathvariant="normal">EJ</mml:mi></mml:msub></mml:math></inline-formula> at 100 m is weaker as a consequence of
the stronger NW monsoon at A<inline-formula><mml:math id="M192" display="inline"><mml:msub><mml:mi/><mml:mi mathvariant="normal">EJ</mml:mi></mml:msub></mml:math></inline-formula> compared with that at A<inline-formula><mml:math id="M193" display="inline"><mml:msub><mml:mi/><mml:mi mathvariant="normal">WJ</mml:mi></mml:msub></mml:math></inline-formula> (Fig. 7), and thus the current instead flows eastward at A<inline-formula><mml:math id="M194" display="inline"><mml:msub><mml:mi/><mml:mi mathvariant="normal">EJ</mml:mi></mml:msub></mml:math></inline-formula> during DJF (Fig. 6a and d).</p>
      <p id="d1e2243">To further investigate which one is more influential out of the ITF and the
NW monsoon in terms of forcing the zonal current at the A<inline-formula><mml:math id="M195" display="inline"><mml:msub><mml:mi/><mml:mi mathvariant="normal">WJ</mml:mi></mml:msub></mml:math></inline-formula> and A<inline-formula><mml:math id="M196" display="inline"><mml:msub><mml:mi/><mml:mi mathvariant="normal">EJ</mml:mi></mml:msub></mml:math></inline-formula> at 100 m
depth, we have carried out correlations between the zonal current at both
points (each at a depth of <inline-formula><mml:math id="M197" display="inline"><mml:mo>∼</mml:mo></mml:math></inline-formula> 100 m) and both the NW zonal wind
and the zonal current representing subsurface (<inline-formula><mml:math id="M198" display="inline"><mml:mo lspace="0mm">∼</mml:mo></mml:math></inline-formula> 200 m)
maximum ITF in the southern Ombai Strait (Table 1). Here, the ITF in the
southern part of the Ombai Strait was chosen for carrying out the
correlations because the ITF mainly flows through the southern part of the
passage (Sprintall et al., 2010). It was observed that the subsurface
maximum ITF during DJF exists at a depth of about 200 m in both the northern
and southern parts of the Ombai Strait and that it is stronger during DJF than
JJA in both parts of the strait (Fig. 3 of Sprintall et al., 2010). In this
study, the DJF zonal currents in the period of 2004 through 2006 in the
southern Ombai Strait derived from the INSTANT program
(<uri>http://www.marine.csiro.au/~cow074/instantdata.htm</uri>, last access: 17 May 2020) were
used for the correlation analysis.</p>

<?xmltex \floatpos{t}?><table-wrap id="Ch1.T1"><?xmltex \currentcnt{1}?><label>Table 1</label><caption><p id="d1e2285">Correlation coefficients between zonal currents at
100 m depth at both A<inline-formula><mml:math id="M199" display="inline"><mml:msub><mml:mi/><mml:mi mathvariant="normal">WJ</mml:mi></mml:msub></mml:math></inline-formula> and
A<inline-formula><mml:math id="M200" display="inline"><mml:msub><mml:mi/><mml:mi mathvariant="normal">EJ</mml:mi></mml:msub></mml:math></inline-formula>  and both the local NW zonal wind and subsurface
(200 m) maximum ITF in the southern Ombai Strait during DJF in the period of
2004 through 2006.</p></caption><oasis:table frame="topbot"><oasis:tgroup cols="3">
     <oasis:colspec colnum="1" colname="col1" align="left"/>
     <oasis:colspec colnum="2" colname="col2" align="right"/>
     <oasis:colspec colnum="3" colname="col3" align="right"/>
     <oasis:thead>
       <oasis:row>
         <oasis:entry colname="col1">Points</oasis:entry>
         <oasis:entry rowsep="1" namest="col2" nameend="col3" align="center">Correlation coefficients (<inline-formula><mml:math id="M205" display="inline"><mml:mi>r</mml:mi></mml:math></inline-formula>)<inline-formula><mml:math id="M206" display="inline"><mml:msup><mml:mi/><mml:mi mathvariant="normal">a</mml:mi></mml:msup></mml:math></inline-formula></oasis:entry>
       </oasis:row>
       <oasis:row rowsep="1">
         <oasis:entry colname="col1"/>
         <oasis:entry colname="col2"><inline-formula><mml:math id="M207" display="inline"><mml:mi>U</mml:mi></mml:math></inline-formula>-SMITF</oasis:entry>
         <oasis:entry colname="col3"><inline-formula><mml:math id="M208" display="inline"><mml:mi>U</mml:mi></mml:math></inline-formula>-NWZW</oasis:entry>
       </oasis:row>
     </oasis:thead>
     <oasis:tbody>
       <oasis:row>
         <oasis:entry colname="col1">A<inline-formula><mml:math id="M209" display="inline"><mml:msub><mml:mi/><mml:mi mathvariant="normal">WJ</mml:mi></mml:msub></mml:math></inline-formula></oasis:entry>
         <oasis:entry colname="col2">0.76</oasis:entry>
         <oasis:entry colname="col3"><inline-formula><mml:math id="M210" display="inline"><mml:mo>-</mml:mo></mml:math></inline-formula>0.32<inline-formula><mml:math id="M211" display="inline"><mml:msup><mml:mi/><mml:mi mathvariant="normal">b</mml:mi></mml:msup></mml:math></inline-formula></oasis:entry>
       </oasis:row>
       <oasis:row>
         <oasis:entry colname="col1">A<inline-formula><mml:math id="M212" display="inline"><mml:msub><mml:mi/><mml:mi mathvariant="normal">EJ</mml:mi></mml:msub></mml:math></inline-formula></oasis:entry>
         <oasis:entry colname="col2"><inline-formula><mml:math id="M213" display="inline"><mml:mo>-</mml:mo></mml:math></inline-formula>0.13<inline-formula><mml:math id="M214" display="inline"><mml:msup><mml:mi/><mml:mi mathvariant="normal">b</mml:mi></mml:msup></mml:math></inline-formula></oasis:entry>
         <oasis:entry colname="col3">0.30<inline-formula><mml:math id="M215" display="inline"><mml:msup><mml:mi/><mml:mi mathvariant="normal">b</mml:mi></mml:msup></mml:math></inline-formula></oasis:entry>
       </oasis:row>
     </oasis:tbody>
   </oasis:tgroup></oasis:table><table-wrap-foot><p id="d1e2306"><inline-formula><mml:math id="M201" display="inline"><mml:msup><mml:mi/><mml:mi mathvariant="normal">a</mml:mi></mml:msup></mml:math></inline-formula> The 95 % significance level is approximately <inline-formula><mml:math id="M202" display="inline"><mml:mo>±</mml:mo></mml:math></inline-formula> 0.33. <inline-formula><mml:math id="M203" display="inline"><mml:mi>U</mml:mi></mml:math></inline-formula> represents the
zonal currents at 100 m depth, SMITF stands for subsurface (200 m) maximum ITF in the
southern Ombai Strait, and NWZW stands for northwesterly zonal wind.
<inline-formula><mml:math id="M204" display="inline"><mml:msup><mml:mi/><mml:mi mathvariant="normal">b</mml:mi></mml:msup></mml:math></inline-formula> Correlation below the significance level.</p></table-wrap-foot></table-wrap>

      <?pagebreak page1123?><p id="d1e2480">It is found that during DJF the zonal current at A<inline-formula><mml:math id="M216" display="inline"><mml:msub><mml:mi/><mml:mi mathvariant="normal">WJ</mml:mi></mml:msub></mml:math></inline-formula> at 100 m shows
high correlation with the subsurface (<inline-formula><mml:math id="M217" display="inline"><mml:mo lspace="0mm">∼</mml:mo></mml:math></inline-formula> 200 m) maximum ITF in
the southern Ombai Strait, whereas its correlation with the NW zonal wind is
weak (Table 1). Moreover, although during DJF the correlations between the
zonal current at A<inline-formula><mml:math id="M218" display="inline"><mml:msub><mml:mi/><mml:mi mathvariant="normal">EJ</mml:mi></mml:msub></mml:math></inline-formula> at 100 m and both the NW zonal wind and the
subsurface (<inline-formula><mml:math id="M219" display="inline"><mml:mo lspace="0mm">∼</mml:mo></mml:math></inline-formula> 200 m) maximum ITF in the southern Ombai Strait
are below the significance level, the NW zonal wind is more influential regarding
force variation of zonal current at A<inline-formula><mml:math id="M220" display="inline"><mml:msub><mml:mi/><mml:mi mathvariant="normal">EJ</mml:mi></mml:msub></mml:math></inline-formula> at 100 m than the ITF. Hence,
during DJF we suggest that the westward current simulated at A<inline-formula><mml:math id="M221" display="inline"><mml:msub><mml:mi/><mml:mi mathvariant="normal">WJ</mml:mi></mml:msub></mml:math></inline-formula> at 100 m is ITF related, whereas that at A<inline-formula><mml:math id="M222" display="inline"><mml:msub><mml:mi/><mml:mi mathvariant="normal">EJ</mml:mi></mml:msub></mml:math></inline-formula> is relatively NW zonal
wind related. As already discussed, in addition to the local eastward winds
during DJF, it is suggested that the arrival of downwelling Kelvin waves in
December–January at A<inline-formula><mml:math id="M223" display="inline"><mml:msub><mml:mi/><mml:mi mathvariant="normal">EJ</mml:mi></mml:msub></mml:math></inline-formula> may contribute to a net eastward current across
the water column, which in turn reduces the influence of ITF at this point.</p>
      <p id="d1e2552">In the transition region, the mean current at B<inline-formula><mml:math id="M224" display="inline"><mml:msub><mml:mi/><mml:mi mathvariant="normal">WJ</mml:mi></mml:msub></mml:math></inline-formula> is westward and is
more dominated by the ITF (denoted by black lines in Fig. 6h and k).
Similar to B<inline-formula><mml:math id="M225" display="inline"><mml:msub><mml:mi/><mml:mi mathvariant="normal">EJ</mml:mi></mml:msub></mml:math></inline-formula>, the seasonal feature of the subsurface maximum ITF is
also found at B<inline-formula><mml:math id="M226" display="inline"><mml:msub><mml:mi/><mml:mi mathvariant="normal">WJ</mml:mi></mml:msub></mml:math></inline-formula>, where the corresponding westward current at this
point reaches its maximum value at <inline-formula><mml:math id="M227" display="inline"><mml:mo>∼</mml:mo></mml:math></inline-formula> 100 m depth and is
stronger during DJF than JJA (Fig. 6h and k). In this study, it is also
found that the zonal westward current at 100 m depth at B<inline-formula><mml:math id="M228" display="inline"><mml:msub><mml:mi/><mml:mi mathvariant="normal">WJ</mml:mi></mml:msub></mml:math></inline-formula> has a
strong correlation with the subsurface (<inline-formula><mml:math id="M229" display="inline"><mml:mo lspace="0mm">∼</mml:mo></mml:math></inline-formula> 200 m) maximum ITF
in the southern Ombai Strait, with a correlation coefficient of about 0.77 and
a 95 % significance level of approximately <inline-formula><mml:math id="M230" display="inline"><mml:mo>±</mml:mo></mml:math></inline-formula> 0.33, corroborating that
the ITF flowing from the Ombai Strait is the main driver for zonal westward
current at this point.</p>
      <?pagebreak page1125?><p id="d1e2613">Furthermore, like C<inline-formula><mml:math id="M231" display="inline"><mml:msub><mml:mi/><mml:mi mathvariant="normal">EJ</mml:mi></mml:msub></mml:math></inline-formula>, characteristics of persistent westward currents
exist in the offshore region (C<inline-formula><mml:math id="M232" display="inline"><mml:msub><mml:mi/><mml:mi mathvariant="normal">WJ</mml:mi></mml:msub></mml:math></inline-formula>), attributed to the SEC, and the
westward current has a mean velocity of around 0.22–0.33 m s<inline-formula><mml:math id="M233" 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> in the upper
100 m (Fig. 6i and l). The simulated westward current at C<inline-formula><mml:math id="M234" display="inline"><mml:msub><mml:mi/><mml:mi mathvariant="normal">WJ</mml:mi></mml:msub></mml:math></inline-formula> shows
seasonal variations and reaches its maximum value at about 0.48 m s<inline-formula><mml:math id="M235" 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>.</p>
</sec>
<sec id="Ch1.S3.SS2.SSS3">
  <label>3.2.3</label><?xmltex \opttitle{Vertical structure of zonal current along the meridional section of Sumatra
(A${}_{\mathrm{SM}}$-B${}_{\mathrm{SM}}$-C${}_{\mathrm{SM}}$)}?><title>Vertical structure of zonal current along the meridional section of Sumatra
(A<inline-formula><mml:math id="M236" display="inline"><mml:msub><mml:mi/><mml:mi mathvariant="normal">SM</mml:mi></mml:msub></mml:math></inline-formula>-B<inline-formula><mml:math id="M237" display="inline"><mml:msub><mml:mi/><mml:mi mathvariant="normal">SM</mml:mi></mml:msub></mml:math></inline-formula>-C<inline-formula><mml:math id="M238" display="inline"><mml:msub><mml:mi/><mml:mi mathvariant="normal">SM</mml:mi></mml:msub></mml:math></inline-formula>)</title>
      <p id="d1e2703">Vertical structures of zonal current along the meridional transect of Sumatra
(SM; A<inline-formula><mml:math id="M239" display="inline"><mml:msub><mml:mi/><mml:mi mathvariant="normal">SM</mml:mi></mml:msub></mml:math></inline-formula>-B<inline-formula><mml:math id="M240" display="inline"><mml:msub><mml:mi/><mml:mi mathvariant="normal">SM</mml:mi></mml:msub></mml:math></inline-formula>-C<inline-formula><mml:math id="M241" display="inline"><mml:msub><mml:mi/><mml:mi mathvariant="normal">SM</mml:mi></mml:msub></mml:math></inline-formula>) are shown in Fig. 6m–r. Similar to
A<inline-formula><mml:math id="M242" display="inline"><mml:msub><mml:mi/><mml:mi mathvariant="normal">EJ</mml:mi></mml:msub></mml:math></inline-formula> and A<inline-formula><mml:math id="M243" display="inline"><mml:msub><mml:mi/><mml:mi mathvariant="normal">WJ</mml:mi></mml:msub></mml:math></inline-formula>, mean zonal current at A<inline-formula><mml:math id="M244" display="inline"><mml:msub><mml:mi/><mml:mi mathvariant="normal">SM</mml:mi></mml:msub></mml:math></inline-formula> (nearshore region)
is eastward, attributed to SJC, and associated with the Kelvin wave
propagation. However, due to A<inline-formula><mml:math id="M245" display="inline"><mml:msub><mml:mi/><mml:mi mathvariant="normal">SM</mml:mi></mml:msub></mml:math></inline-formula> located in front of western Sumatra (Fig. 2) and oriented in the northwest–southeast direction, the
meridional component of velocity at this point is also dominant (Figs. 1a
and 2). Therefore, zonal currents at A<inline-formula><mml:math id="M246" display="inline"><mml:msub><mml:mi/><mml:mi mathvariant="normal">SM</mml:mi></mml:msub></mml:math></inline-formula> are relatively weak compared to
those at A<inline-formula><mml:math id="M247" display="inline"><mml:msub><mml:mi/><mml:mi mathvariant="normal">WJ</mml:mi></mml:msub></mml:math></inline-formula> and A<inline-formula><mml:math id="M248" display="inline"><mml:msub><mml:mi/><mml:mi mathvariant="normal">EJ</mml:mi></mml:msub></mml:math></inline-formula>, which are located in front of southern Java
and oriented in the west–east direction. For example, during SON, the
eastward current reaches its maximum velocity of about 0.05 m s<inline-formula><mml:math id="M249" 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> at
A<inline-formula><mml:math id="M250" display="inline"><mml:msub><mml:mi/><mml:mi mathvariant="normal">SM</mml:mi></mml:msub></mml:math></inline-formula> (cyan lines in Fig. 6m and p), whereas it is about 0.23 m s<inline-formula><mml:math id="M251" 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> (at A<inline-formula><mml:math id="M252" display="inline"><mml:msub><mml:mi/><mml:mi mathvariant="normal">WJ</mml:mi></mml:msub></mml:math></inline-formula>; Fig. 6g and j) and 0.20 m s<inline-formula><mml:math id="M253" 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> (at A<inline-formula><mml:math id="M254" display="inline"><mml:msub><mml:mi/><mml:mi mathvariant="normal">EJ</mml:mi></mml:msub></mml:math></inline-formula>;
Fig. 6a and d) at <inline-formula><mml:math id="M255" display="inline"><mml:mo>∼</mml:mo></mml:math></inline-formula> 30–50 m depth.</p>
      <p id="d1e2868">Furthermore, results of this study show that a maximum value of the eastward
current at A<inline-formula><mml:math id="M256" display="inline"><mml:msub><mml:mi/><mml:mi mathvariant="normal">SM</mml:mi></mml:msub></mml:math></inline-formula>, A<inline-formula><mml:math id="M257" display="inline"><mml:msub><mml:mi/><mml:mi mathvariant="normal">WJ</mml:mi></mml:msub></mml:math></inline-formula>, and A<inline-formula><mml:math id="M258" display="inline"><mml:msub><mml:mi/><mml:mi mathvariant="normal">EJ</mml:mi></mml:msub></mml:math></inline-formula> is found at a certain depth
(at <inline-formula><mml:math id="M259" display="inline"><mml:mo>∼</mml:mo></mml:math></inline-formula> 30–50 m depth), and this strengthening of eastward
flows is supposed to be attributed to a baroclinic Kelvin wave. The
baroclinic Kelvin wave propagating vertically and horizontally along its
waveguide can exert the most energy at a certain depth (Drushka et al.,
2010; Pujiana et al., 2013; Iskandar et al., 2014). According to laboratory
experiment observations conducted by Codiga et al. (1999) and Hallock et al. (2009), Kelvin waves can be trapped in a slope and propagate along an
isobath. This phenomenon is known as a slope-trapped baroclinic Kelvin wave.
Moreover, Kelvin waves that propagate along continental slope with strong
stratification can cause strong current velocity. Codiga et al. (1999) also
found that this slope Kelvin wave is formed after encountering a canyon-like
bathymetry. Meanwhile, Pujiana et al. (2013) showed that Kelvin wave
propagation from Lombok Strait to Makassar Strait, across the Sunda continental
slope, is along isobaths at depths greater than 50 m. In this present study,
the eastward current along the Transect A has a maximum current velocity at
<inline-formula><mml:math id="M260" display="inline"><mml:mo>∼</mml:mo></mml:math></inline-formula> 30–50 m depth. Therefore, it is suggested that this maximum
eastward current at <inline-formula><mml:math id="M261" display="inline"><mml:mo>∼</mml:mo></mml:math></inline-formula> 30–50 m depth is associated with a
slope-trapped Kelvin wave that propagates at that depth along the southern
coasts of Sumatra and Java.</p>
      <p id="d1e2920">In the transition region, the characteristics of the average zonal current (the
climatological current field) at B<inline-formula><mml:math id="M262" display="inline"><mml:msub><mml:mi/><mml:mi mathvariant="normal">SM</mml:mi></mml:msub></mml:math></inline-formula> (Fig. 6n and q) are different
from those at B<inline-formula><mml:math id="M263" display="inline"><mml:msub><mml:mi/><mml:mi mathvariant="normal">WJ</mml:mi></mml:msub></mml:math></inline-formula> (Fig. 6h and k) and B<inline-formula><mml:math id="M264" display="inline"><mml:msub><mml:mi/><mml:mi mathvariant="normal">EJ</mml:mi></mml:msub></mml:math></inline-formula> (Fig. 6b and e).
The average current at B<inline-formula><mml:math id="M265" display="inline"><mml:msub><mml:mi/><mml:mi mathvariant="normal">SM</mml:mi></mml:msub></mml:math></inline-formula> is eastward, while at points B<inline-formula><mml:math id="M266" display="inline"><mml:msub><mml:mi/><mml:mi mathvariant="normal">WJ</mml:mi></mml:msub></mml:math></inline-formula> and
B<inline-formula><mml:math id="M267" display="inline"><mml:msub><mml:mi/><mml:mi mathvariant="normal">EJ</mml:mi></mml:msub></mml:math></inline-formula> it is westward. During NW and transitional periods of the monsoon,
zonal current at B<inline-formula><mml:math id="M268" display="inline"><mml:msub><mml:mi/><mml:mi mathvariant="normal">SM</mml:mi></mml:msub></mml:math></inline-formula> flows eastward and reaches its maximum velocity of
about 0.12 m s<inline-formula><mml:math id="M269" 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> at a depth of 40 m within the period of SON (Fig. 6q).
Meanwhile, during the SE monsoon, the zonal current at this point flows
westward. In contrast to the mean zonal currents in the nearshore region
(A<inline-formula><mml:math id="M270" display="inline"><mml:msub><mml:mi/><mml:mi mathvariant="normal">SM</mml:mi></mml:msub></mml:math></inline-formula>), it seems that the average zonal current field at B<inline-formula><mml:math id="M271" display="inline"><mml:msub><mml:mi/><mml:mi mathvariant="normal">SM</mml:mi></mml:msub></mml:math></inline-formula> is not
attributed to SJC. The reason is the B<inline-formula><mml:math id="M272" display="inline"><mml:msub><mml:mi/><mml:mi mathvariant="normal">SM</mml:mi></mml:msub></mml:math></inline-formula> location, which is far from
the coasts of Mentawai Islands and Enggano Island off the western coast of
Sumatra (430 km away). This distance is more than Rossby radius of deformation
at this latitude (<inline-formula><mml:math id="M273" display="inline"><mml:mo lspace="0mm">∼</mml:mo></mml:math></inline-formula> 90 km). Thereby, Kelvin waves, which
affect the SJC variations, do not exist at this point. We suggest that the
current variability at B<inline-formula><mml:math id="M274" display="inline"><mml:msub><mml:mi/><mml:mi mathvariant="normal">SM</mml:mi></mml:msub></mml:math></inline-formula> is influenced by tropical current systems in
the Indian Ocean, such as the Equatorial Counter Current (ECC), Southwest
Monsoon Current (SWMC), and Wyrtki Jet. Here, we displayed seasonal averaged
surface currents over 64 years (1950–2013) and schematics of the tropical
current systems in the Indian Ocean as supporting evidence (Fig. 8).</p>

      <?xmltex \floatpos{t}?><fig id="Ch1.F8" specific-use="star"><?xmltex \currentcnt{8}?><?xmltex \def\figurename{Figure}?><label>Figure 8</label><caption><p id="d1e3046">Seasonal averaged surface (1 m) currents over 64 years
(1950–2013) and schematics of the tropical current systems in the Indian
Ocean during <bold>(a)</bold> DJF, <bold>(b)</bold> MAM, <bold>(c)</bold> JJA, and <bold>(d)</bold> SON. Current branches
indicated by coloured arrows (not black) are the North Equatorial Current
(NEC), Equatorial Counter Current (ECC), South Equatorial Current (SEC),
South Java Current (SJC), Wyrtki Jet (WJt), Southwest Monsoon Current
(SWMC), and Indonesian Throughflow (ITF). The dashed line represents the
thermocline current.</p></caption>
            <?xmltex \igopts{width=503.61378pt}?><graphic xlink:href="https://os.copernicus.org/articles/17/1115/2021/os-17-1115-2021-f08.png"/>

          </fig>

      <p id="d1e3067">Figure 8 shows that B<inline-formula><mml:math id="M275" display="inline"><mml:msub><mml:mi/><mml:mi mathvariant="normal">SM</mml:mi></mml:msub></mml:math></inline-formula> is located in an area that is affected by the
ECC, SWMC, and Wyrtki Jet. It can be seen in Fig. 8a that during DJF
surface currents along the equatorial Indian Ocean are dominated by the
westward North Equatorial Current (NEC) and the eastward ECC. Meanwhile,
during JJA (Fig. 8c) the NEC disappears and the ECC becomes absorbed into
the SWMC, which dominantly flows eastward in the northern Indian Ocean
(Tomczak and Godfrey, 1994). In addition, during the transitional periods
(MAM and SON) the jet is generated and causes a strengthening of
eastward flows along the equatorial Indian Ocean (Fig. 8b and d). This
explains why the climatological current at B<inline-formula><mml:math id="M276" display="inline"><mml:msub><mml:mi/><mml:mi mathvariant="normal">SM</mml:mi></mml:msub></mml:math></inline-formula> flows eastward and
reaches its maximum velocity during SON and MAM. These currents (the ECC,
SWMC, and Wyrtki Jet)<?pagebreak page1126?> flow eastward before they turn and some part of their
flow feed into the SEC in the southern Indian Ocean.</p>
      <p id="d1e3088">Current characteristics in the offshore region (C<inline-formula><mml:math id="M277" display="inline"><mml:msub><mml:mi/><mml:mi mathvariant="normal">SM</mml:mi></mml:msub></mml:math></inline-formula>) generally show
similarities with those at C<inline-formula><mml:math id="M278" display="inline"><mml:msub><mml:mi/><mml:mi mathvariant="normal">WJ</mml:mi></mml:msub></mml:math></inline-formula> and C<inline-formula><mml:math id="M279" display="inline"><mml:msub><mml:mi/><mml:mi mathvariant="normal">EJ</mml:mi></mml:msub></mml:math></inline-formula>, as shown in Fig. 6o and
r. The current at C<inline-formula><mml:math id="M280" display="inline"><mml:msub><mml:mi/><mml:mi mathvariant="normal">SM</mml:mi></mml:msub></mml:math></inline-formula> is attributed to the SEC and flows westward
year round, with a mean velocity around 0.18–0.3 m s<inline-formula><mml:math id="M281" 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> in the upper
100 m. In addition, the strength of westward current at C<inline-formula><mml:math id="M282" display="inline"><mml:msub><mml:mi/><mml:mi mathvariant="normal">SM</mml:mi></mml:msub></mml:math></inline-formula> varies
seasonally and reaches its maximum value of about 0.42 m s<inline-formula><mml:math id="M283" 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> during SON
(Fig. 6r).</p>
</sec>
</sec>
<sec id="Ch1.S3.SS3">
  <label>3.3</label><title>Zonal current variability</title>
      <p id="d1e3170">EOF analysis gives vertical mode structures (spatial mode) and their
normalized temporal mode variabilities relative to the mean which influence
zonal current variability in the study area. Before performing the EOF
analysis, the average value of the current data has been removed (solid
black lines in the Fig. 6a–r). To further analyze the zonal current
characteristics in the nearshore and offshore areas and the transition
region between them, we examined the EOF modes of zonal current across the
three meridional sections (EJ, WJ, and SM). In this paper, we only
considered the first mode of EOF (EOF1) analysis since it is associated with
the largest percentage of the variance. Figure 9 shows vertical structures and
their associated temporal variability of EOF1 of zonal currents along the
meridional sections. Here, as an example, the temporal variability is only
shown for the last 8-year period of the EOF1 (2006–2013). It can be
clearly seen that remarkable features of zonal currents are revealed
between nearshore and offshore areas in the three meridional sections (Fig. 9).</p>

      <?xmltex \floatpos{p}?><fig id="Ch1.F9" specific-use="star"><?xmltex \currentcnt{9}?><?xmltex \def\figurename{Figure}?><label>Figure 9</label><caption><p id="d1e3175">Vertical mode structures <bold>(a, c, e)</bold> and their
associated temporal variability of EOF1 <bold>(b, d, f)</bold> for zonal currents
relative to the mean flow along the three meridional sections: EJ <bold>(a, b)</bold>,
WJ <bold>(c, d)</bold>, and SM <bold>(e, f)</bold>. In this case, the temporal variability is
shown for the last 8-year period of the EOF1. The direction of mode
velocities relative to the mean flow is determined by multiplying the sign
of the vertical mode structure and the sign of the temporal mode
variability. Positive (negative) values of the velocity variability relative
to the mean flow indicate eastward (westward) flow. Meanwhile, dashed green lines
indicate the latitudes of the nine analyzed points, and SL stands for shoreline.</p></caption>
          <?xmltex \igopts{width=483.69685pt}?><graphic xlink:href="https://os.copernicus.org/articles/17/1115/2021/os-17-1115-2021-f09.png"/>

        </fig>

      <p id="d1e3199">In general, the temporal mode of EOF1 of zonal currents across each meridional
section shows intraseasonal and semiannual variabilities both in the
nearshore and transition regions, whereas annual and interannual variations
exist in the offshore area. However, the vertical structures of EOF1 in each
section are quite different. In the nearshore area of Section EJ (Fig. 9a),
the vertical structure of EOF1 is characterized by one-layer flow with a
gradual decrease in speed from the surface to 800 m depth, whereas in the
transition and the offshore regions the flow velocities decrease more
rapidly with depth until they become nearly zero at depths of about 500
and 300 m, respectively. Meanwhile, in Section WJ (Fig. 9c) the vertical
structure of EOF1 is also characterized by one-layer flow in which its
unidirectional vertical structure gradually decreases from the surface to a
depth of about 450 m in all areas. In contrast, a different vertical
structure of EOF1 appears in Section SM (Fig. 9e). In this section, the
vertical structure is characterized by two-layer flow in the nearshore and
transition regions with the changeover between the two types of flow
occurring at a depth of about 100 and 200 m, respectively. In addition, in
the offshore area of Section SM, the vertical structure of EOF1 displays a
unidirectional flow from the surface to a depth of <inline-formula><mml:math id="M284" display="inline"><mml:mo>∼</mml:mo></mml:math></inline-formula> 500 m.</p>
      <?pagebreak page1128?><p id="d1e3210">To examine the EOF modes of zonal currents in more detail, further analysis
was performed at three points on each meridional transect, namely points
A<inline-formula><mml:math id="M285" display="inline"><mml:msub><mml:mi/><mml:mi mathvariant="normal">EJ</mml:mi></mml:msub></mml:math></inline-formula>, B<inline-formula><mml:math id="M286" display="inline"><mml:msub><mml:mi/><mml:mi mathvariant="normal">EJ</mml:mi></mml:msub></mml:math></inline-formula>, and C<inline-formula><mml:math id="M287" display="inline"><mml:msub><mml:mi/><mml:mi mathvariant="normal">EJ</mml:mi></mml:msub></mml:math></inline-formula> (Transect EJ); points A<inline-formula><mml:math id="M288" display="inline"><mml:msub><mml:mi/><mml:mi mathvariant="normal">WJ</mml:mi></mml:msub></mml:math></inline-formula>,
B<inline-formula><mml:math id="M289" display="inline"><mml:msub><mml:mi/><mml:mi mathvariant="normal">WJ</mml:mi></mml:msub></mml:math></inline-formula>, and C<inline-formula><mml:math id="M290" display="inline"><mml:msub><mml:mi/><mml:mi mathvariant="normal">WJ</mml:mi></mml:msub></mml:math></inline-formula> (Transect WJ); and points A<inline-formula><mml:math id="M291" display="inline"><mml:msub><mml:mi/><mml:mi mathvariant="normal">SM</mml:mi></mml:msub></mml:math></inline-formula>,
B<inline-formula><mml:math id="M292" display="inline"><mml:msub><mml:mi/><mml:mi mathvariant="normal">SM</mml:mi></mml:msub></mml:math></inline-formula>, and C<inline-formula><mml:math id="M293" display="inline"><mml:msub><mml:mi/><mml:mi mathvariant="normal">SM</mml:mi></mml:msub></mml:math></inline-formula> (Transect SM). Table 2 displays the dominant
variances at those points. As can be seen in Table 2, the first three modes at each
point (except A<inline-formula><mml:math id="M294" display="inline"><mml:msub><mml:mi/><mml:mi mathvariant="normal">SM</mml:mi></mml:msub></mml:math></inline-formula>) already represent <inline-formula><mml:math id="M295" display="inline"><mml:mo>≥</mml:mo></mml:math></inline-formula> 95 % of the total
variance. In fact, the first two modes at each point (except A<inline-formula><mml:math id="M296" display="inline"><mml:msub><mml:mi/><mml:mi mathvariant="normal">SM</mml:mi></mml:msub></mml:math></inline-formula> and
A<inline-formula><mml:math id="M297" display="inline"><mml:msub><mml:mi/><mml:mi mathvariant="normal">EJ</mml:mi></mml:msub></mml:math></inline-formula>) already represent <inline-formula><mml:math id="M298" display="inline"><mml:mo>≥</mml:mo></mml:math></inline-formula> 91 % of the total variance.</p>

<?xmltex \floatpos{t}?><table-wrap id="Ch1.T2" specific-use="star"><?xmltex \currentcnt{2}?><label>Table 2</label><caption><p id="d1e3340">Dominant variances at the nine observation points.</p></caption><oasis:table frame="topbot"><oasis:tgroup cols="10">
     <oasis:colspec colnum="1" colname="col1" align="left"/>
     <oasis:colspec colnum="2" colname="col2" align="right"/>
     <oasis:colspec colnum="3" colname="col3" align="right"/>
     <oasis:colspec colnum="4" colname="col4" align="right" colsep="1"/>
     <oasis:colspec colnum="5" colname="col5" align="right"/>
     <oasis:colspec colnum="6" colname="col6" align="right"/>
     <oasis:colspec colnum="7" colname="col7" align="right" colsep="1"/>
     <oasis:colspec colnum="8" colname="col8" align="right"/>
     <oasis:colspec colnum="9" colname="col9" align="right"/>
     <oasis:colspec colnum="10" colname="col10" align="right"/>
     <oasis:thead>
       <oasis:row>
         <oasis:entry colname="col1">Mode</oasis:entry>
         <oasis:entry rowsep="1" namest="col2" nameend="col10" align="center">Variance (%) </oasis:entry>
       </oasis:row>
       <oasis:row>
         <oasis:entry colname="col1"/>
         <oasis:entry rowsep="1" namest="col2" nameend="col4" align="center" colsep="1">Section EJ </oasis:entry>
         <oasis:entry rowsep="1" namest="col5" nameend="col7" align="center" colsep="1">Section WJ </oasis:entry>
         <oasis:entry rowsep="1" namest="col8" nameend="col10" align="center">Section SM </oasis:entry>
       </oasis:row>
       <oasis:row rowsep="1">
         <oasis:entry colname="col1"/>
         <oasis:entry colname="col2">A<inline-formula><mml:math id="M299" display="inline"><mml:msub><mml:mi/><mml:mi mathvariant="normal">EJ</mml:mi></mml:msub></mml:math></inline-formula></oasis:entry>
         <oasis:entry colname="col3">B<inline-formula><mml:math id="M300" display="inline"><mml:msub><mml:mi/><mml:mi mathvariant="normal">EJ</mml:mi></mml:msub></mml:math></inline-formula></oasis:entry>
         <oasis:entry colname="col4">C<inline-formula><mml:math id="M301" display="inline"><mml:msub><mml:mi/><mml:mi mathvariant="normal">EJ</mml:mi></mml:msub></mml:math></inline-formula></oasis:entry>
         <oasis:entry colname="col5">A<inline-formula><mml:math id="M302" display="inline"><mml:msub><mml:mi/><mml:mi mathvariant="normal">WJ</mml:mi></mml:msub></mml:math></inline-formula></oasis:entry>
         <oasis:entry colname="col6">B<inline-formula><mml:math id="M303" display="inline"><mml:msub><mml:mi/><mml:mi mathvariant="normal">WJ</mml:mi></mml:msub></mml:math></inline-formula></oasis:entry>
         <oasis:entry colname="col7">C<inline-formula><mml:math id="M304" display="inline"><mml:msub><mml:mi/><mml:mi mathvariant="normal">WJ</mml:mi></mml:msub></mml:math></inline-formula></oasis:entry>
         <oasis:entry colname="col8">A<inline-formula><mml:math id="M305" display="inline"><mml:msub><mml:mi/><mml:mi mathvariant="normal">SM</mml:mi></mml:msub></mml:math></inline-formula></oasis:entry>
         <oasis:entry colname="col9">B<inline-formula><mml:math id="M306" display="inline"><mml:msub><mml:mi/><mml:mi mathvariant="normal">SM</mml:mi></mml:msub></mml:math></inline-formula></oasis:entry>
         <oasis:entry colname="col10">C<inline-formula><mml:math id="M307" display="inline"><mml:msub><mml:mi/><mml:mi mathvariant="normal">SM</mml:mi></mml:msub></mml:math></inline-formula></oasis:entry>
       </oasis:row>
     </oasis:thead>
     <oasis:tbody>
       <oasis:row>
         <oasis:entry colname="col1">1</oasis:entry>
         <oasis:entry colname="col2">60</oasis:entry>
         <oasis:entry colname="col3">76</oasis:entry>
         <oasis:entry colname="col4">72</oasis:entry>
         <oasis:entry colname="col5">58</oasis:entry>
         <oasis:entry colname="col6">84</oasis:entry>
         <oasis:entry colname="col7">87</oasis:entry>
         <oasis:entry colname="col8">37</oasis:entry>
         <oasis:entry colname="col9">64</oasis:entry>
         <oasis:entry colname="col10">88</oasis:entry>
       </oasis:row>
       <oasis:row>
         <oasis:entry colname="col1">2</oasis:entry>
         <oasis:entry colname="col2">29</oasis:entry>
         <oasis:entry colname="col3">18</oasis:entry>
         <oasis:entry colname="col4">20</oasis:entry>
         <oasis:entry colname="col5">33</oasis:entry>
         <oasis:entry colname="col6">12</oasis:entry>
         <oasis:entry colname="col7">10</oasis:entry>
         <oasis:entry colname="col8">25</oasis:entry>
         <oasis:entry colname="col9">27</oasis:entry>
         <oasis:entry colname="col10">9</oasis:entry>
       </oasis:row>
       <oasis:row>
         <oasis:entry colname="col1">3</oasis:entry>
         <oasis:entry colname="col2">6</oasis:entry>
         <oasis:entry colname="col3">4</oasis:entry>
         <oasis:entry colname="col4">3</oasis:entry>
         <oasis:entry colname="col5">5</oasis:entry>
         <oasis:entry colname="col6"/>
         <oasis:entry colname="col7"/>
         <oasis:entry colname="col8">13</oasis:entry>
         <oasis:entry colname="col9">6</oasis:entry>
         <oasis:entry colname="col10"/>
       </oasis:row>
       <oasis:row>
         <oasis:entry colname="col1">4</oasis:entry>
         <oasis:entry colname="col2"/>
         <oasis:entry colname="col3"/>
         <oasis:entry colname="col4">2</oasis:entry>
         <oasis:entry colname="col5"/>
         <oasis:entry colname="col6"/>
         <oasis:entry colname="col7"/>
         <oasis:entry colname="col8">10</oasis:entry>
         <oasis:entry colname="col9"/>
         <oasis:entry colname="col10"/>
       </oasis:row>
       <oasis:row>
         <oasis:entry colname="col1">5</oasis:entry>
         <oasis:entry colname="col2"/>
         <oasis:entry colname="col3"/>
         <oasis:entry colname="col4"/>
         <oasis:entry colname="col5"/>
         <oasis:entry colname="col6"/>
         <oasis:entry colname="col7"/>
         <oasis:entry colname="col8">6</oasis:entry>
         <oasis:entry colname="col9"/>
         <oasis:entry colname="col10"/>
       </oasis:row>
       <oasis:row rowsep="1">
         <oasis:entry colname="col1">6</oasis:entry>
         <oasis:entry colname="col2"/>
         <oasis:entry colname="col3"/>
         <oasis:entry colname="col4"/>
         <oasis:entry colname="col5"/>
         <oasis:entry colname="col6"/>
         <oasis:entry colname="col7"/>
         <oasis:entry colname="col8">4</oasis:entry>
         <oasis:entry colname="col9"/>
         <oasis:entry colname="col10"/>
       </oasis:row>
       <oasis:row>
         <oasis:entry colname="col1">Total</oasis:entry>
         <oasis:entry colname="col2">95</oasis:entry>
         <oasis:entry colname="col3">98</oasis:entry>
         <oasis:entry colname="col4">97</oasis:entry>
         <oasis:entry colname="col5">96</oasis:entry>
         <oasis:entry colname="col6">96</oasis:entry>
         <oasis:entry colname="col7">97</oasis:entry>
         <oasis:entry colname="col8">95</oasis:entry>
         <oasis:entry colname="col9">97</oasis:entry>
         <oasis:entry colname="col10">97</oasis:entry>
       </oasis:row>
     </oasis:tbody>
   </oasis:tgroup></oasis:table></table-wrap>

<?xmltex \floatpos{t}?><table-wrap id="Ch1.T3" specific-use="star"><?xmltex \currentcnt{3}?><label>Table 3</label><caption><p id="d1e3720">Maximum energy density (peak energies) at intraseasonal,
semiannual, annual, and interannual timescales at points
A<inline-formula><mml:math id="M308" display="inline"><mml:msub><mml:mi/><mml:mi mathvariant="normal">WJ</mml:mi></mml:msub></mml:math></inline-formula>, B<inline-formula><mml:math id="M309" display="inline"><mml:msub><mml:mi/><mml:mi mathvariant="normal">SM</mml:mi></mml:msub></mml:math></inline-formula>, and
C<inline-formula><mml:math id="M310" display="inline"><mml:msub><mml:mi/><mml:mi mathvariant="normal">EJ</mml:mi></mml:msub></mml:math></inline-formula>.</p></caption><oasis:table frame="topbot"><oasis:tgroup cols="5">
     <oasis:colspec colnum="1" colname="col1" align="left"/>
     <oasis:colspec colnum="2" colname="col2" align="right"/>
     <oasis:colspec colnum="3" colname="col3" align="right"/>
     <oasis:colspec colnum="4" colname="col4" align="right"/>
     <oasis:colspec colnum="5" colname="col5" align="right"/>
     <oasis:thead>
       <oasis:row>
         <oasis:entry colname="col1">Points</oasis:entry>
         <oasis:entry rowsep="1" namest="col2" nameend="col5" align="center">Maximum energy density (peak period) </oasis:entry>
       </oasis:row>
       <oasis:row rowsep="1">
         <oasis:entry colname="col1"/>
         <oasis:entry colname="col2">IS</oasis:entry>
         <oasis:entry colname="col3">SA</oasis:entry>
         <oasis:entry colname="col4">AN</oasis:entry>
         <oasis:entry colname="col5">IA</oasis:entry>
       </oasis:row>
     </oasis:thead>
     <oasis:tbody>
       <oasis:row>
         <oasis:entry colname="col1">A<inline-formula><mml:math id="M311" display="inline"><mml:msub><mml:mi/><mml:mi mathvariant="normal">WJ</mml:mi></mml:msub></mml:math></inline-formula></oasis:entry>
         <oasis:entry colname="col2">0.070 (3.0)</oasis:entry>
         <oasis:entry colname="col3">0.140 (6.0)</oasis:entry>
         <oasis:entry colname="col4">0.038 (12.0)</oasis:entry>
         <oasis:entry colname="col5">0.003 (36.0)</oasis:entry>
       </oasis:row>
       <oasis:row>
         <oasis:entry colname="col1">B<inline-formula><mml:math id="M312" display="inline"><mml:msub><mml:mi/><mml:mi mathvariant="normal">SM</mml:mi></mml:msub></mml:math></inline-formula></oasis:entry>
         <oasis:entry colname="col2">0.015 (3.0)</oasis:entry>
         <oasis:entry colname="col3">0.135 (6.0)</oasis:entry>
         <oasis:entry colname="col4">0.007 (12.0)</oasis:entry>
         <oasis:entry colname="col5">0.012 (36.0)</oasis:entry>
       </oasis:row>
       <oasis:row>
         <oasis:entry colname="col1">C<inline-formula><mml:math id="M313" display="inline"><mml:msub><mml:mi/><mml:mi mathvariant="normal">EJ</mml:mi></mml:msub></mml:math></inline-formula></oasis:entry>
         <oasis:entry colname="col2">0.012 (2.0)</oasis:entry>
         <oasis:entry colname="col3">0.008 (6.6)</oasis:entry>
         <oasis:entry colname="col4">0.012 (12.0)</oasis:entry>
         <oasis:entry colname="col5">0.017 (44.4)</oasis:entry>
       </oasis:row>
     </oasis:tbody>
   </oasis:tgroup></oasis:table><table-wrap-foot><p id="d1e3750">IS stands for intraseasonal, SA stands for semiannual, AN stands for annual, and IA stands for interannual. Maximum energy density is given in power per year, and the peak periods are given in months.</p></table-wrap-foot></table-wrap>

      <p id="d1e3879">Here, we only consider the first modes of EOF analysis for further
analysis since their percent variances (except at point A<inline-formula><mml:math id="M314" display="inline"><mml:msub><mml:mi/><mml:mi mathvariant="normal">SM</mml:mi></mml:msub></mml:math></inline-formula>) are more
than 50 % of the total variance (Table 2). Since the temporal variability
of the EOF1 contains more than one frequency (Fig. 9b, d, and f),  to
find out what frequencies are dominant in the EOF1 it was then analyzed by
using the EEMD method to decompose the signal. In this study, the EEMD
analyses of currents are only presented at one point on each meridional
transect, namely A<inline-formula><mml:math id="M315" display="inline"><mml:msub><mml:mi/><mml:mi mathvariant="normal">WJ</mml:mi></mml:msub></mml:math></inline-formula> (Transect WJ), B<inline-formula><mml:math id="M316" display="inline"><mml:msub><mml:mi/><mml:mi mathvariant="normal">SM</mml:mi></mml:msub></mml:math></inline-formula> (Transect SM), and
C<inline-formula><mml:math id="M317" display="inline"><mml:msub><mml:mi/><mml:mi mathvariant="normal">EJ</mml:mi></mml:msub></mml:math></inline-formula> (Transect EJ). The A<inline-formula><mml:math id="M318" display="inline"><mml:msub><mml:mi/><mml:mi mathvariant="normal">WJ</mml:mi></mml:msub></mml:math></inline-formula>, B<inline-formula><mml:math id="M319" display="inline"><mml:msub><mml:mi/><mml:mi mathvariant="normal">SM</mml:mi></mml:msub></mml:math></inline-formula>, and C<inline-formula><mml:math id="M320" display="inline"><mml:msub><mml:mi/><mml:mi mathvariant="normal">EJ</mml:mi></mml:msub></mml:math></inline-formula> points were
chosen to investigate SJC variability, interannual variability in the open
SETIO, and SEC and ITF variabilities, respectively.</p>
      <p id="d1e3946">The EEMD analysis of the first temporal EOF mode provides 10 modes and signals,
of which the first signal of the EEMD result is the summation of the second
to tenth signals, which is in turn the same as the original EOF first temporal mode
of zonal currents. Meanwhile, the second–sixth signals of the EEMD result
vary from intraseasonal to interannual variabilities. The remaining signals
of EEMD result show the long-term variation and trend. Moreover, the
proportion of contribution of each EEMD mode to the EOF1 is estimated by
calculating standard deviation of each EEMD mode relative to the total
variance of PC1 (Figs. 10–12). In general, the contributions of each EEMD
mode to the EOF1 at A<inline-formula><mml:math id="M321" display="inline"><mml:msub><mml:mi/><mml:mi mathvariant="normal">WJ</mml:mi></mml:msub></mml:math></inline-formula> and B<inline-formula><mml:math id="M322" display="inline"><mml:msub><mml:mi/><mml:mi mathvariant="normal">SM</mml:mi></mml:msub></mml:math></inline-formula>, from largest to smallest, are
intraseasonal, semiannual, annual, interannual, and long-term (Figs. 10 and
11). Intriguingly, however, the contribution of long-term signal (19.2 %)
at C<inline-formula><mml:math id="M323" display="inline"><mml:msub><mml:mi/><mml:mi mathvariant="normal">EJ</mml:mi></mml:msub></mml:math></inline-formula> is larger than the interannual (16.3 %) and annual (14.7 %)
signals (Fig. 12). For the scope of this paper, we only focused on the
analysis of the EOF1 of zonal current from intraseasonal to interannual
timescales. The interesting results concerning the existence of pronounced
contribution of long-term variation to the EOF1 at C<inline-formula><mml:math id="M324" display="inline"><mml:msub><mml:mi/><mml:mi mathvariant="normal">EJ</mml:mi></mml:msub></mml:math></inline-formula> will be
investigated in a future study.</p>

      <?xmltex \floatpos{t}?><fig id="Ch1.F10" specific-use="star"><?xmltex \currentcnt{10}?><?xmltex \def\figurename{Figure}?><label>Figure 10</label><caption><p id="d1e3988"><bold>(a)</bold> Vertical mode structure and <bold>(b)</bold> its associated
temporal variability of EOF1 (58 % of total variance) at the point
A<inline-formula><mml:math id="M325" display="inline"><mml:msub><mml:mi/><mml:mi mathvariant="normal">WJ</mml:mi></mml:msub></mml:math></inline-formula>. Panel <bold>(c)</bold> is the same as <bold>(b)</bold> but only shows the last 8-year
period of the EOF1. The EEMD is then applied to the EOF temporal structure
to decompose temporal variability: <bold>(d)</bold> intraseasonal, <bold>(e)</bold> semiannual, <bold>(f)</bold> annual, and <bold>(g)</bold> interannual variabilities with their corresponding red
spectrum as a reference for 95 % confidence limit (left column), whereas
<bold>(h)</bold> represents the long-term variation and trend. Meanwhile, SD is
standard deviation of each EEMD mode relative to the total variance of the
EOF1.</p></caption>
          <?xmltex \igopts{width=398.338583pt}?><graphic xlink:href="https://os.copernicus.org/articles/17/1115/2021/os-17-1115-2021-f10.png"/>

        </fig>

      <?xmltex \floatpos{t}?><fig id="Ch1.F11" specific-use="star"><?xmltex \currentcnt{11}?><?xmltex \def\figurename{Figure}?><label>Figure 11</label><caption><p id="d1e4035">The same as Fig. 10 but for point
B<inline-formula><mml:math id="M326" display="inline"><mml:msub><mml:mi/><mml:mi mathvariant="normal">SM</mml:mi></mml:msub></mml:math></inline-formula>, with the temporal variability of EOF1
accounting for 64 % of total variance.</p></caption>
          <?xmltex \igopts{width=398.338583pt}?><graphic xlink:href="https://os.copernicus.org/articles/17/1115/2021/os-17-1115-2021-f11.png"/>

        </fig>

      <?xmltex \floatpos{t}?><fig id="Ch1.F12" specific-use="star"><?xmltex \currentcnt{12}?><?xmltex \def\figurename{Figure}?><label>Figure 12</label><caption><p id="d1e4055">The same as Fig. 10 but for point
C<inline-formula><mml:math id="M327" display="inline"><mml:msub><mml:mi/><mml:mi mathvariant="normal">EJ</mml:mi></mml:msub></mml:math></inline-formula>, with the temporal variability of EOF1
accounting for 72 % of total variance.</p></caption>
          <?xmltex \igopts{width=398.338583pt}?><graphic xlink:href="https://os.copernicus.org/articles/17/1115/2021/os-17-1115-2021-f12.png"/>

        </fig>

<sec id="Ch1.S3.SS3.SSS1">
  <label>3.3.1</label><title>Intraseasonal, semiannual, and annual variations</title>
      <p id="d1e4080">Figure 10a–b show the vertical structure and temporal variability of the EOF1
(58 % of total variance) at A<inline-formula><mml:math id="M328" display="inline"><mml:msub><mml:mi/><mml:mi mathvariant="normal">WJ</mml:mi></mml:msub></mml:math></inline-formula>, respectively. In order to see the temporal variation of the EOF1 more
clearly in Fig. 10b, we have also provided data for the
last 8-year period of the EOF first temporal mode (Fig. 10c, as an
example). Current velocity variability relative to the mean flow can be
obtained by multiplying the vertical mode structure (Fig. 10a) with the
temporal variability (Fig. 10b).</p>
      <p id="d1e4092">Intraseasonal, semiannual, and annual variabilities of the EOF first
temporal mode at A<inline-formula><mml:math id="M329" display="inline"><mml:msub><mml:mi/><mml:mi mathvariant="normal">WJ</mml:mi></mml:msub></mml:math></inline-formula> as a result of the EEMD analysis are displayed in
Fig. 10d–f, where their power spectra (Fig 10, left column) show the maximum energy for
3-month, 6-month, and 12-month periods, respectively. At this point,
the highest power spectrum occurs at semiannual variability (Fig. 10e). In
this figure (right), the semiannual variability of the EOF first temporal
mode at A<inline-formula><mml:math id="M330" display="inline"><mml:msub><mml:mi/><mml:mi mathvariant="normal">WJ</mml:mi></mml:msub></mml:math></inline-formula> clearly shows the presence of an eastward anomaly of the
zonal current during the MAM and SON, which may be enhanced by downwelling
Kelvin waves associated with the Wyrtki Jet in the equatorial Indian Ocean.
Meanwhile, the anomaly of the zonal current at A<inline-formula><mml:math id="M331" display="inline"><mml:msub><mml:mi/><mml:mi mathvariant="normal">WJ</mml:mi></mml:msub></mml:math></inline-formula> is westward during
JJA in response to the prevailing southeasterly local winds during the SE
monsoon. On the other hand, during DJF the anomaly of the zonal current at
A<inline-formula><mml:math id="M332" display="inline"><mml:msub><mml:mi/><mml:mi mathvariant="normal">WJ</mml:mi></mml:msub></mml:math></inline-formula> is not associated with the prevailing northwesterly local winds
during the NW monsoon, in which the current anomaly is westward during this
monsoon (Fig. 10e). As already discussed in Sect. 3.2 (Table 1 and Fig. 7),
this may be attributed to the ITF, which has more influence on variation of
zonal current at A<inline-formula><mml:math id="M333" display="inline"><mml:msub><mml:mi/><mml:mi mathvariant="normal">WJ</mml:mi></mml:msub></mml:math></inline-formula> during DJF than the NW local wind.</p>
      <p id="d1e4140">Similar to A<inline-formula><mml:math id="M334" display="inline"><mml:msub><mml:mi/><mml:mi mathvariant="normal">WJ</mml:mi></mml:msub></mml:math></inline-formula>, the first mode of EOF vertical structure and its
temporal variability (64 % of total variance) at B<inline-formula><mml:math id="M335" display="inline"><mml:msub><mml:mi/><mml:mi mathvariant="normal">SM</mml:mi></mml:msub></mml:math></inline-formula> show seasonal
pattern (Fig. 11a–c). It is also found that signal on a 6-month
(semiannual) period is quite dominant at B<inline-formula><mml:math id="M336" display="inline"><mml:msub><mml:mi/><mml:mi mathvariant="normal">SM</mml:mi></mml:msub></mml:math></inline-formula> (Fig. 11e). In order to
see the seasonal variation more clearly, we have provided a probability
distribution function of the EOF1 of zonal currents for the NW, SE,
and transition seasons at B<inline-formula><mml:math id="M337" display="inline"><mml:msub><mml:mi/><mml:mi mathvariant="normal">SM</mml:mi></mml:msub></mml:math></inline-formula> at a depth of <inline-formula><mml:math id="M338" display="inline"><mml:mo>∼</mml:mo></mml:math></inline-formula> 40 m (Fig. 14). The 40 m depth was selected as an example because the most obvious
seasonal variation of currents is present at this depth. It is found that
variation of zonal current at B<inline-formula><mml:math id="M339" display="inline"><mml:msub><mml:mi/><mml:mi mathvariant="normal">SM</mml:mi></mml:msub></mml:math></inline-formula> is dominantly eastward during DJF
(Fig. 14a) and that this eastward current is enhanced during MAM and SON (Fig. 14b and d), which may be attributed to the tropical current systems in the
Indian Ocean (ECC, SWMC, and Wyrtki Jet). Meanwhile, during JJA (Fig. 14c)
the dominance of eastward current reduces, and the current tends to be
dominantly westward. Furthermore, Fig. 12a–c show the first mode of EOF
vertical structure and its temporal variability (72 % of total variance)
at C<inline-formula><mml:math id="M340" display="inline"><mml:msub><mml:mi/><mml:mi mathvariant="normal">EJ</mml:mi></mml:msub></mml:math></inline-formula>. In general, the anomaly of the zonal current at C<inline-formula><mml:math id="M341" display="inline"><mml:msub><mml:mi/><mml:mi mathvariant="normal">EJ</mml:mi></mml:msub></mml:math></inline-formula> is
westward, which is supposed to be associated with the meeting of SEC driven
by trade winds and the ITF at this region. The EEMD analysis of the EOF1 of
zonal current at C<inline-formula><mml:math id="M342" display="inline"><mml:msub><mml:mi/><mml:mi mathvariant="normal">EJ</mml:mi></mml:msub></mml:math></inline-formula> also shows intraseasonal–interannual variabilities
(Fig. 12d–g), where it is found that interannual timescale dominates the
zonal current variation at C<inline-formula><mml:math id="M343" display="inline"><mml:msub><mml:mi/><mml:mi mathvariant="normal">EJ</mml:mi></mml:msub></mml:math></inline-formula> (0.017 power per year).</p>
      <p id="d1e4232">To obtain a better understanding of the zonal current characteristics at
A<inline-formula><mml:math id="M344" display="inline"><mml:msub><mml:mi/><mml:mi mathvariant="normal">WJ</mml:mi></mml:msub></mml:math></inline-formula>, B<inline-formula><mml:math id="M345" display="inline"><mml:msub><mml:mi/><mml:mi mathvariant="normal">SM</mml:mi></mml:msub></mml:math></inline-formula>, and C<inline-formula><mml:math id="M346" display="inline"><mml:msub><mml:mi/><mml:mi mathvariant="normal">EJ</mml:mi></mml:msub></mml:math></inline-formula>, we have summarized the maximum energy density
of zonal currents at intraseasonal, semiannual, annual, and interannual
timescales that exists at each point based on power spectrum calculation in
Figs. 10–12 (Table 3). It is shown that the zonal currents at A<inline-formula><mml:math id="M347" display="inline"><mml:msub><mml:mi/><mml:mi mathvariant="normal">WJ<?pagebreak page1129?></mml:mi></mml:msub></mml:math></inline-formula> have
peak energies that are consecutively dominated by semiannual,
intraseasonal, and annual signals, while the interannual signal is weaker than
them at this point. Furthermore, although semiannual and intraseasonal
signals are dominant at B<inline-formula><mml:math id="M348" display="inline"><mml:msub><mml:mi/><mml:mi mathvariant="normal">SM</mml:mi></mml:msub></mml:math></inline-formula>, there is pronounced interannual variation
of the zonal current at this point. In contrast, the zonal current
variability at C<inline-formula><mml:math id="M349" display="inline"><mml:msub><mml:mi/><mml:mi mathvariant="normal">EJ</mml:mi></mml:msub></mml:math></inline-formula> is dominated by interannual signal.</p>
      <p id="d1e4291">Furthermore, based on the power spectrum calculation shown in Fig. 12 (Table 3), it is found that intraseasonal variability of the SEC (zonal current at
C<inline-formula><mml:math id="M350" display="inline"><mml:msub><mml:mi/><mml:mi mathvariant="normal">EJ</mml:mi></mml:msub></mml:math></inline-formula>) is also prominent (<inline-formula><mml:math id="M351" display="inline"><mml:mo lspace="0mm">∼</mml:mo></mml:math></inline-formula> 0.012 power per year) in
addition to the interannual signal (<inline-formula><mml:math id="M352" display="inline"><mml:mo lspace="0mm">∼</mml:mo></mml:math></inline-formula> 0.017 power per year).
Meanwhile, based on sea level anomaly data in the period of October 1992 to
the end of 1998 (about 6 years), Feng and Wijffels (2002) suggested that
the strongest intraseasonal variability in the SETIO occurs in the SEC
during the July–September season with baroclinic instability seeming to be
the leading cause. On the other hand, in this study we found that the
strongest intraseasonal variability occurs in the SJC (zonal current at
A<inline-formula><mml:math id="M353" display="inline"><mml:msub><mml:mi/><mml:mi mathvariant="normal">WJ</mml:mi></mml:msub></mml:math></inline-formula>). This different result seems to be due to differences in the length of
data used in this study (64 years) and that in Feng and Wijffels (2002) (6 years). In addition, in this study we analyzed intraseasonal variability
from the signal of the EOF first temporal mode of zonal currents (accounting
for 58 %, 64 %, and 72 % of total variance at A<inline-formula><mml:math id="M354" display="inline"><mml:msub><mml:mi/><mml:mi mathvariant="normal">WJ</mml:mi></mml:msub></mml:math></inline-formula>, B<inline-formula><mml:math id="M355" display="inline"><mml:msub><mml:mi/><mml:mi mathvariant="normal">SM</mml:mi></mml:msub></mml:math></inline-formula>, and
C<inline-formula><mml:math id="M356" display="inline"><mml:msub><mml:mi/><mml:mi mathvariant="normal">EJ</mml:mi></mml:msub></mml:math></inline-formula>, respectively), whereas Feng and Wijffels (2002) analyzed the
intraseasonal variation from standard deviation of the 6-year sea level
anomaly data based on the 100 d high-pass filtered altimeter data during
the four seasons (January–March, April–June, July–September, and
October–December). Moreover, some of the differences may also be due to the
fact that altimeter data do not resolve coastal processes well. However,
further study is required to address this issue.</p>
</sec>
<sec id="Ch1.S3.SS3.SSS2">
  <label>3.3.2</label><title>Interannual variations</title>
      <p id="d1e4362">In this study, it is found that the most energetic zonal current variations
of EOF1 at A<inline-formula><mml:math id="M357" display="inline"><mml:msub><mml:mi/><mml:mi mathvariant="normal">WJ</mml:mi></mml:msub></mml:math></inline-formula>, B<inline-formula><mml:math id="M358" display="inline"><mml:msub><mml:mi/><mml:mi mathvariant="normal">SM</mml:mi></mml:msub></mml:math></inline-formula>, and C<inline-formula><mml:math id="M359" display="inline"><mml:msub><mml:mi/><mml:mi mathvariant="normal">EJ</mml:mi></mml:msub></mml:math></inline-formula> exist at <inline-formula><mml:math id="M360" display="inline"><mml:mo>∼</mml:mo></mml:math></inline-formula> 30 m
depth (Figs. 10a, 11a, and 12a). To exclusively investigate the ocean
currents at an interannual timescale, lagged correlation analyses have been
applied between the zonal currents at a depth of about 30 m at points
A<inline-formula><mml:math id="M361" display="inline"><mml:msub><mml:mi/><mml:mi mathvariant="normal">WJ</mml:mi></mml:msub></mml:math></inline-formula>, B<inline-formula><mml:math id="M362" display="inline"><mml:msub><mml:mi/><mml:mi mathvariant="normal">SM</mml:mi></mml:msub></mml:math></inline-formula>, and C<inline-formula><mml:math id="M363" display="inline"><mml:msub><mml:mi/><mml:mi mathvariant="normal">EJ</mml:mi></mml:msub></mml:math></inline-formula> and each of the climatic indices (e.g., ONI
and DMI), as shown in Table 4. The ONI and DMI indices from 1950 to 2013
used in this study are shown in Fig. 13.</p>

<?xmltex \floatpos{t}?><table-wrap id="Ch1.T4"><?xmltex \currentcnt{4}?><label>Table 4</label><caption><p id="d1e4430">Lag correlation between the zonal currents at 30 m and each
ONI and DMI.</p></caption><oasis:table frame="topbot"><oasis:tgroup cols="5">
     <oasis:colspec colnum="1" colname="col1" align="left"/>
     <oasis:colspec colnum="2" colname="col2" align="right"/>
     <oasis:colspec colnum="3" colname="col3" align="right" colsep="1"/>
     <oasis:colspec colnum="4" colname="col4" align="right"/>
     <oasis:colspec colnum="5" colname="col5" align="right"/>
     <oasis:thead>
       <oasis:row>
         <oasis:entry colname="col1">Points</oasis:entry>
         <oasis:entry rowsep="1" namest="col2" nameend="col5" align="center">Correlation coefficients (<inline-formula><mml:math id="M368" display="inline"><mml:mi>r</mml:mi></mml:math></inline-formula>)<inline-formula><mml:math id="M369" display="inline"><mml:msup><mml:mi/><mml:mi mathvariant="normal">a</mml:mi></mml:msup></mml:math></inline-formula> and time lag (TL) </oasis:entry>
       </oasis:row>
       <oasis:row>
         <oasis:entry colname="col1"/>
         <oasis:entry rowsep="1" namest="col2" nameend="col3" align="center" colsep="1">ONI-<inline-formula><mml:math id="M370" display="inline"><mml:mi>U</mml:mi></mml:math></inline-formula></oasis:entry>
         <oasis:entry rowsep="1" namest="col4" nameend="col5" align="center">DMI-<inline-formula><mml:math id="M371" display="inline"><mml:mi>U</mml:mi></mml:math></inline-formula></oasis:entry>
       </oasis:row>
       <oasis:row rowsep="1">
         <oasis:entry colname="col1"/>
         <oasis:entry colname="col2"><inline-formula><mml:math id="M372" display="inline"><mml:mi>r</mml:mi></mml:math></inline-formula></oasis:entry>
         <oasis:entry colname="col3">TL (months)</oasis:entry>
         <oasis:entry colname="col4"><inline-formula><mml:math id="M373" display="inline"><mml:mi>r</mml:mi></mml:math></inline-formula></oasis:entry>
         <oasis:entry colname="col5">TL (months)</oasis:entry>
       </oasis:row>
     </oasis:thead>
     <oasis:tbody>
       <oasis:row>
         <oasis:entry colname="col1">A<inline-formula><mml:math id="M374" display="inline"><mml:msub><mml:mi/><mml:mi mathvariant="normal">WJ</mml:mi></mml:msub></mml:math></inline-formula></oasis:entry>
         <oasis:entry colname="col2">0.02<inline-formula><mml:math id="M375" display="inline"><mml:msup><mml:mi/><mml:mi mathvariant="normal">b</mml:mi></mml:msup></mml:math></inline-formula></oasis:entry>
         <oasis:entry colname="col3">2</oasis:entry>
         <oasis:entry colname="col4"><inline-formula><mml:math id="M376" display="inline"><mml:mo>-</mml:mo></mml:math></inline-formula>0.09</oasis:entry>
         <oasis:entry colname="col5">9</oasis:entry>
       </oasis:row>
       <oasis:row>
         <oasis:entry colname="col1">B<inline-formula><mml:math id="M377" display="inline"><mml:msub><mml:mi/><mml:mi mathvariant="normal">SM</mml:mi></mml:msub></mml:math></inline-formula></oasis:entry>
         <oasis:entry colname="col2">0.24</oasis:entry>
         <oasis:entry colname="col3">18</oasis:entry>
         <oasis:entry colname="col4"><inline-formula><mml:math id="M378" display="inline"><mml:mo>-</mml:mo></mml:math></inline-formula>0.28</oasis:entry>
         <oasis:entry colname="col5">1</oasis:entry>
       </oasis:row>
       <oasis:row>
         <oasis:entry colname="col1">C<inline-formula><mml:math id="M379" display="inline"><mml:msub><mml:mi/><mml:mi mathvariant="normal">EJ</mml:mi></mml:msub></mml:math></inline-formula></oasis:entry>
         <oasis:entry colname="col2">0.27</oasis:entry>
         <oasis:entry colname="col3">4</oasis:entry>
         <oasis:entry colname="col4"><inline-formula><mml:math id="M380" display="inline"><mml:mo>-</mml:mo></mml:math></inline-formula>0.13</oasis:entry>
         <oasis:entry colname="col5">11</oasis:entry>
       </oasis:row>
     </oasis:tbody>
   </oasis:tgroup></oasis:table><table-wrap-foot><p id="d1e4433"><inline-formula><mml:math id="M364" display="inline"><mml:msup><mml:mi/><mml:mi mathvariant="normal">a</mml:mi></mml:msup></mml:math></inline-formula> The 95 % significance level is approximately <inline-formula><mml:math id="M365" display="inline"><mml:mo>±</mml:mo></mml:math></inline-formula> 0.07. <inline-formula><mml:math id="M366" display="inline"><mml:mi>U</mml:mi></mml:math></inline-formula> indicates
zonal currents at 30 m. Positive correlation coefficients between the
currents and the ONI indicate the existence of an eastward (westward) anomaly of
the currents during El Niño (La Niña). Meanwhile, negative
correlation coefficients between the currents and the DMI indicate the existence
of an eastward (westward) anomaly of the currents during negative (positive)
IOD. A positive (negative) lag indicates that the variability in a former
variable (e.g., ONI or DMI) leads (lags) that in the latter variable (the
zonal current).
<inline-formula><mml:math id="M367" display="inline"><mml:msup><mml:mi/><mml:mi mathvariant="normal">b</mml:mi></mml:msup></mml:math></inline-formula> Correlation below the significance level.</p></table-wrap-foot></table-wrap>

      <p id="d1e4668">The analysis of the lagged correlation indicates that the currents at B<inline-formula><mml:math id="M381" display="inline"><mml:msub><mml:mi/><mml:mi mathvariant="normal">SM</mml:mi></mml:msub></mml:math></inline-formula>
and C<inline-formula><mml:math id="M382" display="inline"><mml:msub><mml:mi/><mml:mi mathvariant="normal">EJ</mml:mi></mml:msub></mml:math></inline-formula> show positive correlations with the ONI, namely <inline-formula><mml:math id="M383" display="inline"><mml:mrow><mml:mi>r</mml:mi><mml:mo>(</mml:mo><mml:mn mathvariant="normal">18</mml:mn><mml:mo>)</mml:mo><mml:mo>=</mml:mo><mml:mn mathvariant="normal">0.24</mml:mn></mml:mrow></mml:math></inline-formula> and
<inline-formula><mml:math id="M384" display="inline"><mml:mrow><mml:mi>r</mml:mi><mml:mo>(</mml:mo><mml:mn mathvariant="normal">4</mml:mn><mml:mo>)</mml:mo><mml:mo>=</mml:mo><mml:mn mathvariant="normal">0.27</mml:mn></mml:mrow></mml:math></inline-formula>, respectively, with the 95 % significance level approximately
<inline-formula><mml:math id="M385" display="inline"><mml:mo>±</mml:mo></mml:math></inline-formula> 0.07, indicating that an El Niño (La Niña) event is
favorable for an eastward (westward) currents at these points (Figs. 11g
and 12g) and showing that ITF transport is lower (higher)<?pagebreak page1130?> during
El Niño (La Niña) events (Fieux et al., 1996; Meyers, 1996; Gordon
and Susanto, 1999; Ffield et al., 2000; Susanto et al., 2001; Susanto and
Gordon, 2005; Susanto et al., 2012; Liu et al., 2015; Susanto and Song,
2015; Zhang et al., 2016). ENSO seems to have a strongest influence on
the zonal current variability at C<inline-formula><mml:math id="M386" display="inline"><mml:msub><mml:mi/><mml:mi mathvariant="normal">EJ</mml:mi></mml:msub></mml:math></inline-formula> (Table 4), which is located close
to the exits of the ITF. The ENSO signals penetrate into the SETIO mainly
through the equatorial Pacific and coastal ocean Indonesian waveguides
(Wijffels and Meyers, 2004; Zhang et al., 2016). Meanwhile, the present
study shows that the correlation between the zonal current at A<inline-formula><mml:math id="M387" display="inline"><mml:msub><mml:mi/><mml:mi mathvariant="normal">WJ</mml:mi></mml:msub></mml:math></inline-formula> and
ONI is weak and below the significance level.</p>

      <?xmltex \floatpos{t}?><fig id="Ch1.F13" specific-use="star"><?xmltex \currentcnt{13}?><?xmltex \def\figurename{Figure}?><label>Figure 13</label><caption><p id="d1e4754">The interannual variability of the EOF first temporal
mode (blue lines) overlaid with ONI (black lines) and DMI (red lines) at
C<inline-formula><mml:math id="M388" display="inline"><mml:msub><mml:mi/><mml:mi mathvariant="normal">EJ</mml:mi></mml:msub></mml:math></inline-formula> <bold>(a, b)</bold>, A<inline-formula><mml:math id="M389" display="inline"><mml:msub><mml:mi/><mml:mi mathvariant="normal">WJ</mml:mi></mml:msub></mml:math></inline-formula> <bold>(c, d)</bold>, and B<inline-formula><mml:math id="M390" display="inline"><mml:msub><mml:mi/><mml:mi mathvariant="normal">SM</mml:mi></mml:msub></mml:math></inline-formula> <bold>(e, f)</bold>.</p></caption>
            <?xmltex \igopts{width=398.338583pt}?><graphic xlink:href="https://os.copernicus.org/articles/17/1115/2021/os-17-1115-2021-f13.png"/>

          </fig>

      <?xmltex \floatpos{t}?><fig id="Ch1.F14" specific-use="star"><?xmltex \currentcnt{14}?><?xmltex \def\figurename{Figure}?><label>Figure 14</label><caption><p id="d1e4802">A probability distribution function of
the EOF1 of zonal currents for the NW <bold>(a)</bold>, SE <bold>(c)</bold>, and transition <bold>(b, d)</bold> seasons at B<inline-formula><mml:math id="M391" display="inline"><mml:msub><mml:mi/><mml:mi mathvariant="normal">SM</mml:mi></mml:msub></mml:math></inline-formula>  at a depth of <inline-formula><mml:math id="M392" display="inline"><mml:mo>∼</mml:mo></mml:math></inline-formula> 40 m.</p></caption>
            <?xmltex \igopts{width=369.885827pt}?><graphic xlink:href="https://os.copernicus.org/articles/17/1115/2021/os-17-1115-2021-f14.png"/>

          </fig>

      <p id="d1e4836">Furthermore, negative correlation is found between IOD and zonal currents at
A<inline-formula><mml:math id="M393" display="inline"><mml:msub><mml:mi/><mml:mi mathvariant="normal">WJ</mml:mi></mml:msub></mml:math></inline-formula> [DMI-<inline-formula><mml:math id="M394" display="inline"><mml:mi>U</mml:mi></mml:math></inline-formula>: <inline-formula><mml:math id="M395" display="inline"><mml:mrow><mml:mi>r</mml:mi><mml:mo>(</mml:mo><mml:mn mathvariant="normal">9</mml:mn><mml:mo>)</mml:mo><mml:mo>=</mml:mo><mml:mo>-</mml:mo><mml:mn mathvariant="normal">0.09</mml:mn></mml:mrow></mml:math></inline-formula>], B<inline-formula><mml:math id="M396" display="inline"><mml:msub><mml:mi/><mml:mi mathvariant="normal">SM</mml:mi></mml:msub></mml:math></inline-formula> [DMI-<inline-formula><mml:math id="M397" display="inline"><mml:mi>U</mml:mi></mml:math></inline-formula>: <inline-formula><mml:math id="M398" display="inline"><mml:mrow><mml:mi>r</mml:mi><mml:mo>(</mml:mo><mml:mn mathvariant="normal">1</mml:mn><mml:mo>)</mml:mo><mml:mo>=</mml:mo><mml:mo>-</mml:mo><mml:mn mathvariant="normal">0.28</mml:mn></mml:mrow></mml:math></inline-formula>], and C<inline-formula><mml:math id="M399" display="inline"><mml:msub><mml:mi/><mml:mi mathvariant="normal">EJ</mml:mi></mml:msub></mml:math></inline-formula>
[DMI-<inline-formula><mml:math id="M400" display="inline"><mml:mi>U</mml:mi></mml:math></inline-formula>: <inline-formula><mml:math id="M401" display="inline"><mml:mrow><mml:mi>r</mml:mi><mml:mo>(</mml:mo><mml:mn mathvariant="normal">11</mml:mn><mml:mo>)</mml:mo><mml:mo>=</mml:mo><mml:mo>-</mml:mo><mml:mn mathvariant="normal">0.13</mml:mn></mml:mrow></mml:math></inline-formula>]. The correlation analysis indicates that IOD is<?pagebreak page1131?> most
influential in forcing the interannual variation of the zonal currents at
B<inline-formula><mml:math id="M402" display="inline"><mml:msub><mml:mi/><mml:mi mathvariant="normal">SM</mml:mi></mml:msub></mml:math></inline-formula>, with the IOD leading the zonal currents by 1 month. The
influence of interannual phenomena at B<inline-formula><mml:math id="M403" display="inline"><mml:msub><mml:mi/><mml:mi mathvariant="normal">SM</mml:mi></mml:msub></mml:math></inline-formula>, such as IOD, is stronger
and relatively instantaneous compared to that at points C<inline-formula><mml:math id="M404" display="inline"><mml:msub><mml:mi/><mml:mi mathvariant="normal">EJ</mml:mi></mml:msub></mml:math></inline-formula> and A<inline-formula><mml:math id="M405" display="inline"><mml:msub><mml:mi/><mml:mi mathvariant="normal">WJ</mml:mi></mml:msub></mml:math></inline-formula>. This
may be due to the location of B<inline-formula><mml:math id="M406" display="inline"><mml:msub><mml:mi/><mml:mi mathvariant="normal">SM</mml:mi></mml:msub></mml:math></inline-formula>, which is close to the center of the
eastern pole of the IOD (5<inline-formula><mml:math id="M407" display="inline"><mml:msup><mml:mi/><mml:mo>∘</mml:mo></mml:msup></mml:math></inline-formula> S, 100<inline-formula><mml:math id="M408" display="inline"><mml:msup><mml:mi/><mml:mo>∘</mml:mo></mml:msup></mml:math></inline-formula> E; Saji et al.,
1999). In contrast to ONI, there are IOD signals at A<inline-formula><mml:math id="M409" display="inline"><mml:msub><mml:mi/><mml:mi mathvariant="normal">WJ</mml:mi></mml:msub></mml:math></inline-formula>, although the IOD
signals at this point are weak compared to B<inline-formula><mml:math id="M410" display="inline"><mml:msub><mml:mi/><mml:mi mathvariant="normal">SM</mml:mi></mml:msub></mml:math></inline-formula> and C<inline-formula><mml:math id="M411" display="inline"><mml:msub><mml:mi/><mml:mi mathvariant="normal">EJ</mml:mi></mml:msub></mml:math></inline-formula> (Table 4).
This indicates that some of the IOD signals are coastally trapped.</p>
      <p id="d1e5040">Table 5 lists extreme and neutral years and their concurrent events through
1950–2013. To further investigate interannual variation of zonal current,
we summarized presence of major climate modes (ENSO and/or IOD) and the
corresponding current anomalies at the points of B<inline-formula><mml:math id="M412" display="inline"><mml:msub><mml:mi/><mml:mi mathvariant="normal">SM</mml:mi></mml:msub></mml:math></inline-formula> and C<inline-formula><mml:math id="M413" display="inline"><mml:msub><mml:mi/><mml:mi mathvariant="normal">EJ</mml:mi></mml:msub></mml:math></inline-formula>
(Table 6) based on the lagged correlation analyses in Table 4, the
interannual variations of zonal current (Figs. 11g and 12g), and the ONI and
DMI (Fig. 13). In Table 4, the ONI-<inline-formula><mml:math id="M414" display="inline"><mml:mi>U</mml:mi></mml:math></inline-formula> and DMI-<inline-formula><mml:math id="M415" display="inline"><mml:mi>U</mml:mi></mml:math></inline-formula> correlations
are independent of IOD and of ENSO, respectively. Meanwhile, the current
anomalies, which are attributed to the presence of major climate modes (ENSO
and/or IOD) shown in the Table 6, could be forced by ENSO, IOD, or their
combined effect. In this study, the amounts of the
contribution values of ENSO and IOD or their combined<?pagebreak page1132?> effect on the
current anomalies shown in the Table 6 are still unknown. Further studies
are thus required to more quantitatively determine the contribution values
of each of climate mode on zonal current variations in the study area as
well as their possible teleconnection.</p>

<?xmltex \floatpos{t}?><table-wrap id="Ch1.T5" specific-use="star"><?xmltex \currentcnt{5}?><label>Table 5</label><caption><p id="d1e5078">ENSO, IOD, and neutral events during the
1950–2013 period.</p></caption><oasis:table frame="topbot"><oasis:tgroup cols="10">
     <oasis:colspec colnum="1" colname="col1" align="left"/>
     <oasis:colspec colnum="2" colname="col2" align="right"/>
     <oasis:colspec colnum="3" colname="col3" align="right"/>
     <oasis:colspec colnum="4" colname="col4" align="right" colsep="1"/>
     <oasis:colspec colnum="5" colname="col5" align="right"/>
     <oasis:colspec colnum="6" colname="col6" align="right"/>
     <oasis:colspec colnum="7" colname="col7" align="right" colsep="1"/>
     <oasis:colspec colnum="8" colname="col8" align="right"/>
     <oasis:colspec colnum="9" colname="col9" align="right"/>
     <oasis:colspec colnum="10" colname="col10" align="right"/>
     <oasis:thead>
       <oasis:row rowsep="1">
         <oasis:entry colname="col1"><bold/></oasis:entry>
         <oasis:entry namest="col2" nameend="col4" align="center" colsep="1">El Niño </oasis:entry>
         <oasis:entry namest="col5" nameend="col7" align="center" colsep="1">NR-ENSO </oasis:entry>
         <oasis:entry namest="col8" nameend="col10" align="center">La Niña </oasis:entry>
       </oasis:row>
     </oasis:thead>
     <oasis:tbody>
       <oasis:row>
         <oasis:entry colname="col1">P-IOD</oasis:entry>
         <oasis:entry colname="col2">1951</oasis:entry>
         <oasis:entry colname="col3">1953</oasis:entry>
         <oasis:entry colname="col4">1963</oasis:entry>
         <oasis:entry colname="col5">1962</oasis:entry>
         <oasis:entry colname="col6">1967</oasis:entry>
         <oasis:entry colname="col7">1990</oasis:entry>
         <oasis:entry colname="col8">1970</oasis:entry>
         <oasis:entry colname="col9">1976</oasis:entry>
         <oasis:entry colname="col10">1985</oasis:entry>
       </oasis:row>
       <oasis:row>
         <oasis:entry colname="col1"/>
         <oasis:entry colname="col2">1965</oasis:entry>
         <oasis:entry colname="col3">1966</oasis:entry>
         <oasis:entry colname="col4">1969</oasis:entry>
         <oasis:entry colname="col5">2003</oasis:entry>
         <oasis:entry colname="col6">2013</oasis:entry>
         <oasis:entry colname="col7"/>
         <oasis:entry colname="col8">1999</oasis:entry>
         <oasis:entry colname="col9">2000</oasis:entry>
         <oasis:entry colname="col10">2006</oasis:entry>
       </oasis:row>
       <oasis:row>
         <oasis:entry colname="col1"/>
         <oasis:entry colname="col2">1972</oasis:entry>
         <oasis:entry colname="col3">1977</oasis:entry>
         <oasis:entry colname="col4">1982</oasis:entry>
         <oasis:entry colname="col5"/>
         <oasis:entry colname="col6"/>
         <oasis:entry colname="col7"/>
         <oasis:entry colname="col8">2007</oasis:entry>
         <oasis:entry colname="col9">2008</oasis:entry>
         <oasis:entry colname="col10">2010</oasis:entry>
       </oasis:row>
       <oasis:row>
         <oasis:entry colname="col1"/>
         <oasis:entry colname="col2">1983</oasis:entry>
         <oasis:entry colname="col3">1986</oasis:entry>
         <oasis:entry colname="col4">1987</oasis:entry>
         <oasis:entry colname="col5"/>
         <oasis:entry colname="col6"/>
         <oasis:entry colname="col7"/>
         <oasis:entry colname="col8">2011</oasis:entry>
         <oasis:entry colname="col9"/>
         <oasis:entry colname="col10"/>
       </oasis:row>
       <oasis:row>
         <oasis:entry colname="col1"/>
         <oasis:entry colname="col2">1991</oasis:entry>
         <oasis:entry colname="col3">1993</oasis:entry>
         <oasis:entry colname="col4">1994</oasis:entry>
         <oasis:entry colname="col5"/>
         <oasis:entry colname="col6"/>
         <oasis:entry colname="col7"/>
         <oasis:entry colname="col8"/>
         <oasis:entry colname="col9"/>
         <oasis:entry colname="col10"/>
       </oasis:row>
       <oasis:row>
         <oasis:entry colname="col1"/>
         <oasis:entry colname="col2">1997</oasis:entry>
         <oasis:entry colname="col3">2002</oasis:entry>
         <oasis:entry colname="col4">2004</oasis:entry>
         <oasis:entry colname="col5"/>
         <oasis:entry colname="col6"/>
         <oasis:entry colname="col7"/>
         <oasis:entry colname="col8"/>
         <oasis:entry colname="col9"/>
         <oasis:entry colname="col10"/>
       </oasis:row>
       <oasis:row rowsep="1">
         <oasis:entry colname="col1"/>
         <oasis:entry colname="col2">2009</oasis:entry>
         <oasis:entry colname="col3">2012</oasis:entry>
         <oasis:entry colname="col4"/>
         <oasis:entry colname="col5"/>
         <oasis:entry colname="col6"/>
         <oasis:entry colname="col7"/>
         <oasis:entry colname="col8"/>
         <oasis:entry colname="col9"/>
         <oasis:entry colname="col10"/>
       </oasis:row>
       <oasis:row>
         <oasis:entry colname="col1">NR-IOD</oasis:entry>
         <oasis:entry colname="col2"/>
         <oasis:entry colname="col3"/>
         <oasis:entry colname="col4"/>
         <oasis:entry colname="col5">1952</oasis:entry>
         <oasis:entry colname="col6">1957</oasis:entry>
         <oasis:entry colname="col7">1961</oasis:entry>
         <oasis:entry colname="col8">1950</oasis:entry>
         <oasis:entry colname="col9">1971</oasis:entry>
         <oasis:entry colname="col10">1973</oasis:entry>
       </oasis:row>
       <oasis:row>
         <oasis:entry colname="col1"/>
         <oasis:entry colname="col2"/>
         <oasis:entry colname="col3"/>
         <oasis:entry colname="col4"/>
         <oasis:entry colname="col5">1979</oasis:entry>
         <oasis:entry colname="col6">2001</oasis:entry>
         <oasis:entry colname="col7">2005</oasis:entry>
         <oasis:entry colname="col8">1974</oasis:entry>
         <oasis:entry colname="col9">1988</oasis:entry>
         <oasis:entry colname="col10">1989</oasis:entry>
       </oasis:row>
       <oasis:row>
         <oasis:entry colname="col1"/>
         <oasis:entry colname="col2"/>
         <oasis:entry colname="col3"/>
         <oasis:entry colname="col4"/>
         <oasis:entry colname="col5"/>
         <oasis:entry colname="col6"/>
         <oasis:entry colname="col7"/>
         <oasis:entry colname="col8">1995</oasis:entry>
         <oasis:entry colname="col9"/>
         <oasis:entry colname="col10"/>
       </oasis:row>
       <oasis:row>
         <oasis:entry colname="col1">N-IOD</oasis:entry>
         <oasis:entry colname="col2">1968</oasis:entry>
         <oasis:entry colname="col3">1992</oasis:entry>
         <oasis:entry colname="col4"/>
         <oasis:entry colname="col5">1956</oasis:entry>
         <oasis:entry colname="col6">1958</oasis:entry>
         <oasis:entry colname="col7">1959</oasis:entry>
         <oasis:entry colname="col8">1954</oasis:entry>
         <oasis:entry colname="col9">1955</oasis:entry>
         <oasis:entry colname="col10">1964</oasis:entry>
       </oasis:row>
       <oasis:row>
         <oasis:entry colname="col1"/>
         <oasis:entry colname="col2"/>
         <oasis:entry colname="col3"/>
         <oasis:entry colname="col4"/>
         <oasis:entry colname="col5">1960</oasis:entry>
         <oasis:entry colname="col6">1978</oasis:entry>
         <oasis:entry colname="col7">1980</oasis:entry>
         <oasis:entry colname="col8">1975</oasis:entry>
         <oasis:entry colname="col9">1984</oasis:entry>
         <oasis:entry colname="col10">1998</oasis:entry>
       </oasis:row>
       <oasis:row>
         <oasis:entry colname="col1"/>
         <oasis:entry colname="col2"/>
         <oasis:entry colname="col3"/>
         <oasis:entry colname="col4"/>
         <oasis:entry colname="col5">1981</oasis:entry>
         <oasis:entry colname="col6">1996</oasis:entry>
         <oasis:entry colname="col7"/>
         <oasis:entry colname="col8"/>
         <oasis:entry colname="col9"/>
         <oasis:entry colname="col10"/>
       </oasis:row>
     </oasis:tbody>
   </oasis:tgroup></oasis:table><table-wrap-foot><p id="d1e5081">NR-ENSO is neutral ENSO (<inline-formula><mml:math id="M416" display="inline"><mml:mo lspace="0mm">-</mml:mo></mml:math></inline-formula>0.5 <inline-formula><mml:math id="M417" display="inline"><mml:msup><mml:mi/><mml:mo>∘</mml:mo></mml:msup></mml:math></inline-formula>C <inline-formula><mml:math id="M418" display="inline"><mml:mi mathvariant="italic">&lt;</mml:mi></mml:math></inline-formula> ONI <inline-formula><mml:math id="M419" display="inline"><mml:mi mathvariant="italic">&lt;</mml:mi></mml:math></inline-formula> <inline-formula><mml:math id="M420" display="inline"><mml:mo>+</mml:mo></mml:math></inline-formula>0.5 <inline-formula><mml:math id="M421" display="inline"><mml:msup><mml:mi/><mml:mo>∘</mml:mo></mml:msup></mml:math></inline-formula>C). El Niño (ONI <inline-formula><mml:math id="M422" display="inline"><mml:mi mathvariant="italic">&gt;</mml:mi></mml:math></inline-formula> <inline-formula><mml:math id="M423" display="inline"><mml:mo>+</mml:mo></mml:math></inline-formula>0.5 <inline-formula><mml:math id="M424" display="inline"><mml:msup><mml:mi/><mml:mo>∘</mml:mo></mml:msup></mml:math></inline-formula>C). La
Niña (ONI <inline-formula><mml:math id="M425" display="inline"><mml:mi mathvariant="italic">&lt;</mml:mi></mml:math></inline-formula> <inline-formula><mml:math id="M426" display="inline"><mml:mo>-</mml:mo></mml:math></inline-formula>0.5 <inline-formula><mml:math id="M427" display="inline"><mml:msup><mml:mi/><mml:mo>∘</mml:mo></mml:msup></mml:math></inline-formula>C). P-IOD is positive IOD (DMI <inline-formula><mml:math id="M428" display="inline"><mml:mi mathvariant="italic">&gt;</mml:mi></mml:math></inline-formula> <inline-formula><mml:math id="M429" display="inline"><mml:mo>+</mml:mo></mml:math></inline-formula>0.36 <inline-formula><mml:math id="M430" display="inline"><mml:msup><mml:mi/><mml:mo>∘</mml:mo></mml:msup></mml:math></inline-formula>C). NR-IOD is neutral IOD (<inline-formula><mml:math id="M431" display="inline"><mml:mo lspace="0mm">-</mml:mo></mml:math></inline-formula>0.36 <inline-formula><mml:math id="M432" display="inline"><mml:msup><mml:mi/><mml:mo>∘</mml:mo></mml:msup></mml:math></inline-formula>C <inline-formula><mml:math id="M433" display="inline"><mml:mi mathvariant="italic">&lt;</mml:mi></mml:math></inline-formula> DMI <inline-formula><mml:math id="M434" display="inline"><mml:mi mathvariant="italic">&lt;</mml:mi></mml:math></inline-formula> <inline-formula><mml:math id="M435" display="inline"><mml:mo>+</mml:mo></mml:math></inline-formula>0.36 <inline-formula><mml:math id="M436" display="inline"><mml:msup><mml:mi/><mml:mo>∘</mml:mo></mml:msup></mml:math></inline-formula>C). N-IOD is negative IOD (DMI <inline-formula><mml:math id="M437" display="inline"><mml:mi mathvariant="italic">&lt;</mml:mi></mml:math></inline-formula> <inline-formula><mml:math id="M438" display="inline"><mml:mo>-</mml:mo></mml:math></inline-formula>0.36 <inline-formula><mml:math id="M439" display="inline"><mml:msup><mml:mi/><mml:mo>∘</mml:mo></mml:msup></mml:math></inline-formula>C). The classification of ENSO events is
determined by ONI (<uri>http://www.ESRL.noaa.gov/</uri>, last access: 21 February 2021). Meanwhile, DMI
is used for the classification of IOD events with criteria according to
Yuan et al. (2008).</p></table-wrap-foot></table-wrap>

      <?pagebreak page1133?><p id="d1e5705">In addition to the lagged correlation analysis (Table 4), partial
correlation analysis was also conducted since the IOD tends to co-occur with
ENSO. Table 7 shows the partial correlation coefficients between zonal
currents at 30 m on an interannual timescale for both ONI and DMI. As for
ONI, the currents revealed significant positive correlations at C<inline-formula><mml:math id="M440" display="inline"><mml:msub><mml:mi/><mml:mi mathvariant="normal">EJ</mml:mi></mml:msub></mml:math></inline-formula>
during all monsoon seasons. This positive correlation suggests that El
Niño (La Niña) events caused an eastward (westward) anomaly of
currents at this point. Meanwhile, the partial correlation between the
currents and the DMI showed significant negative correlation at B<inline-formula><mml:math id="M441" display="inline"><mml:msub><mml:mi/><mml:mi mathvariant="normal">SM</mml:mi></mml:msub></mml:math></inline-formula>, in
which it occurred only during the SE monsoon (JJA), as shown in Table 7.
This negative correlation indicates that an eastward (westward) anomaly of
the currents was induced by negative (positive) IOD. The results of the
partial correlation analysis confirm and complement the previous findings in
Table 4 that ENSO mainly contributed to the zonal current variability at
C<inline-formula><mml:math id="M442" display="inline"><mml:msub><mml:mi/><mml:mi mathvariant="normal">EJ</mml:mi></mml:msub></mml:math></inline-formula> in DJF, MAM, JJA, and SON, whereas the IOD had a significant
influence on the variability of the current at B<inline-formula><mml:math id="M443" display="inline"><mml:msub><mml:mi/><mml:mi mathvariant="normal">SM</mml:mi></mml:msub></mml:math></inline-formula> and only in JJA. In this
present study, however, determining the causes of the influence of IOD on the
current variability at B<inline-formula><mml:math id="M444" display="inline"><mml:msub><mml:mi/><mml:mi mathvariant="normal">SM</mml:mi></mml:msub></mml:math></inline-formula> only in JJA is still a work in progress. Further
research is necessary to explain the dynamical links of this matter.
Additionally, the last mode (Figs. 10h, 11h, and 12h) represents long-term
variation and trends, which may be associated with long-term internal
variability within the Indian Ocean or remote forcing from the Pacific Ocean,
as will be discussed in detail in a future paper.</p><?xmltex \hack{\newpage}?>
</sec>
<sec id="Ch1.S3.SS3.SSS3">
  <label>3.3.3</label><?xmltex \opttitle{Relationship of the zonal current variations at A${}_{\mathrm{WJ}}$, B${}_{\mathrm{SM}}$,
and C${}_{\mathrm{EJ}}$ to both remote and local wind forcings}?><title>Relationship of the zonal current variations at A<inline-formula><mml:math id="M445" display="inline"><mml:msub><mml:mi/><mml:mi mathvariant="normal">WJ</mml:mi></mml:msub></mml:math></inline-formula>, B<inline-formula><mml:math id="M446" display="inline"><mml:msub><mml:mi/><mml:mi mathvariant="normal">SM</mml:mi></mml:msub></mml:math></inline-formula>,
and C<inline-formula><mml:math id="M447" display="inline"><mml:msub><mml:mi/><mml:mi mathvariant="normal">EJ</mml:mi></mml:msub></mml:math></inline-formula> to both remote and local wind forcings</title>
      <p id="d1e5791">To confirm possible influences of wind forcings on dominant variations of
zonal current at A<inline-formula><mml:math id="M448" display="inline"><mml:msub><mml:mi/><mml:mi mathvariant="normal">WJ</mml:mi></mml:msub></mml:math></inline-formula>, B<inline-formula><mml:math id="M449" display="inline"><mml:msub><mml:mi/><mml:mi mathvariant="normal">SM</mml:mi></mml:msub></mml:math></inline-formula>, and C<inline-formula><mml:math id="M450" display="inline"><mml:msub><mml:mi/><mml:mi mathvariant="normal">EJ</mml:mi></mml:msub></mml:math></inline-formula>, we have calculated the
correlation between them. In this study, it is found that the zonal currents
at A<inline-formula><mml:math id="M451" display="inline"><mml:msub><mml:mi/><mml:mi mathvariant="normal">WJ</mml:mi></mml:msub></mml:math></inline-formula> (close to the shore) have peak energy over a semiannual period
(0.140 power per year; Table 3). The semiannual variations of the zonal
current at A<inline-formula><mml:math id="M452" display="inline"><mml:msub><mml:mi/><mml:mi mathvariant="normal">WJ</mml:mi></mml:msub></mml:math></inline-formula> show the presence of an eastward anomaly of the zonal
current during MAM and SON, which may be associated with Kelvin waves forced
by winds over the equatorial Indian Ocean (Wyrtki, 1973; Quadfasel and
Cresswell, 1992; Sprintall et al., 1999, 2000, 2010). Furthermore, we have
calculated the correlation between zonal currents in the upper layer (30 m)
at A<inline-formula><mml:math id="M453" display="inline"><mml:msub><mml:mi/><mml:mi mathvariant="normal">WJ</mml:mi></mml:msub></mml:math></inline-formula> and zonal winds for the semiannual signals extracted using the
EEMD method (Fig. 15). The 30 m upper-layer flows at A<inline-formula><mml:math id="M454" display="inline"><mml:msub><mml:mi/><mml:mi mathvariant="normal">WJ</mml:mi></mml:msub></mml:math></inline-formula> show a strong
positive correlation with the zonal winds over the equatorial Indian Ocean,
with the winds leading the current by approximately 1 month. The positive
correlation indicates that the flows are to the east when the winds blow
from the west to the east and vice versa for the easterly wind. The
1-month lag between the flows at A<inline-formula><mml:math id="M455" display="inline"><mml:msub><mml:mi/><mml:mi mathvariant="normal">WJ</mml:mi></mml:msub></mml:math></inline-formula> and the zonal winds in the
equatorial Indian Ocean is in agreement with the expected arrival time of
Kelvin waves at this point, suggesting that it is of about 18–35 d, with
phase speeds ranging from 1.5 to 2.9 m s<inline-formula><mml:math id="M456" 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> (e.g., Sprintall et al.,
2000; Syamsudin et al., 2004; Iskandar et al., 2005). Interestingly, there
is also a weaker positive correlation between the 30 m upper-layer flows at
A<inline-formula><mml:math id="M457" display="inline"><mml:msub><mml:mi/><mml:mi mathvariant="normal">WJ</mml:mi></mml:msub></mml:math></inline-formula> at a lag of about 1 month and zonal trade winds in the western
equatorial Pacific<?pagebreak page1134?> Ocean (WEPO) at a semiannual timescale, indicating that a
strengthening (weakening) of easterly trade winds over the WEPO is
favorable for anomalous westward (eastward) currents at A<inline-formula><mml:math id="M458" display="inline"><mml:msub><mml:mi/><mml:mi mathvariant="normal">WJ</mml:mi></mml:msub></mml:math></inline-formula>. The
strengthening of easterly trade winds over the WEPO will increase the sea level
in the northern waters of West Papua and New Guinea, enhancing the Pacific-to-Indian
pressure gradient across the Indonesian seas and forcing strengthened ITF
transport. Since the currents at A<inline-formula><mml:math id="M459" display="inline"><mml:msub><mml:mi/><mml:mi mathvariant="normal">WJ</mml:mi></mml:msub></mml:math></inline-formula> are strongly correlated to the ITF
(Table 1), it is suggested that this possible dynamic could result in
anomalous westward currents at A<inline-formula><mml:math id="M460" display="inline"><mml:msub><mml:mi/><mml:mi mathvariant="normal">WJ</mml:mi></mml:msub></mml:math></inline-formula> and vice versa for the weakening
winds over the WEPO.</p>

      <?xmltex \floatpos{t}?><fig id="Ch1.F15"><?xmltex \currentcnt{15}?><?xmltex \def\figurename{Figure}?><label>Figure 15</label><caption><p id="d1e5918">A correlation map between zonal wind and zonal
currents (at 30 m) at A<inline-formula><mml:math id="M461" display="inline"><mml:msub><mml:mi/><mml:mi mathvariant="normal">WJ</mml:mi></mml:msub></mml:math></inline-formula>  for the semiannual signals
extracted using the EEMD method. The 95 % significance level is
approximately <inline-formula><mml:math id="M462" display="inline"><mml:mo>±</mml:mo></mml:math></inline-formula> 0.07.</p></caption>
            <?xmltex \igopts{width=236.157874pt}?><graphic xlink:href="https://os.copernicus.org/articles/17/1115/2021/os-17-1115-2021-f15.png"/>

          </fig>

      <p id="d1e5943">Semiannual (0.135 power per year) signal of current variations is also
dominant at B<inline-formula><mml:math id="M463" display="inline"><mml:msub><mml:mi/><mml:mi mathvariant="normal">SM</mml:mi></mml:msub></mml:math></inline-formula>, but it is weaker than that at A<inline-formula><mml:math id="M464" display="inline"><mml:msub><mml:mi/><mml:mi mathvariant="normal">WJ</mml:mi></mml:msub></mml:math></inline-formula>. In addition,
there is pronounced interannual (0.012 power per year) variation of the
zonal current at B<inline-formula><mml:math id="M465" display="inline"><mml:msub><mml:mi/><mml:mi mathvariant="normal">SM</mml:mi></mml:msub></mml:math></inline-formula> (Table 3 and Fig. 11g), in which IOD is most
influential in forcing interannual variation of currents at this point (at 30 m), as shown in Table 4. Like at A<inline-formula><mml:math id="M466" display="inline"><mml:msub><mml:mi/><mml:mi mathvariant="normal">WJ</mml:mi></mml:msub></mml:math></inline-formula>, we also look for the
relationships between the upper-layer flow (30 m) at B<inline-formula><mml:math id="M467" display="inline"><mml:msub><mml:mi/><mml:mi mathvariant="normal">SM</mml:mi></mml:msub></mml:math></inline-formula> and the zonal
winds but for the interannual signal obtained using the EEMD method (Fig. 16). At an interannual timescale, the 30 m upper-layer flows at B<inline-formula><mml:math id="M468" display="inline"><mml:msub><mml:mi/><mml:mi mathvariant="normal">SM</mml:mi></mml:msub></mml:math></inline-formula> show a
strong positive correlation with the zonal winds over the eastern<?pagebreak page1135?> tropical
Indian Ocean, in which the response of the flows to the zonal winds are
relatively instantaneously at a lag of about 1 month (Fig. 16). The location
of the zonal winds affecting interannual variations in the upper-layer flows
at B<inline-formula><mml:math id="M469" display="inline"><mml:msub><mml:mi/><mml:mi mathvariant="normal">SM</mml:mi></mml:msub></mml:math></inline-formula> is in accord with the eastern pole region of IOD (10–0<inline-formula><mml:math id="M470" display="inline"><mml:msup><mml:mi/><mml:mo>∘</mml:mo></mml:msup></mml:math></inline-formula> S, 90–110<inline-formula><mml:math id="M471" display="inline"><mml:msup><mml:mi/><mml:mo>∘</mml:mo></mml:msup></mml:math></inline-formula> E; Saji et al., 1999).</p>

      <?xmltex \floatpos{t}?><fig id="Ch1.F16"><?xmltex \currentcnt{16}?><?xmltex \def\figurename{Figure}?><label>Figure 16</label><caption><p id="d1e6031">The same as Fig. 15 but at B<inline-formula><mml:math id="M472" display="inline"><mml:msub><mml:mi/><mml:mi mathvariant="normal">SM</mml:mi></mml:msub></mml:math></inline-formula>
and for interannual signal.</p></caption>
            <?xmltex \igopts{width=241.848425pt}?><graphic xlink:href="https://os.copernicus.org/articles/17/1115/2021/os-17-1115-2021-f16.png"/>

          </fig>

      <p id="d1e6049">Furthermore, as already explained, the zonal current variability at C<inline-formula><mml:math id="M473" display="inline"><mml:msub><mml:mi/><mml:mi mathvariant="normal">EJ</mml:mi></mml:msub></mml:math></inline-formula>
(close to the exits of the ITF) is dominated by an interannual (0.017 power per
year) signal where the influence of ENSO is strongest at this point at
depth of 30 m (Table 4). To enhance our understanding of the possible
relationship of zonal currents at C<inline-formula><mml:math id="M474" display="inline"><mml:msub><mml:mi/><mml:mi mathvariant="normal">EJ</mml:mi></mml:msub></mml:math></inline-formula> to wind forcings at an interannual
timescale, we have also calculated the correlation between the upper-layer
flow (30 m) at C<inline-formula><mml:math id="M475" display="inline"><mml:msub><mml:mi/><mml:mi mathvariant="normal">EJ</mml:mi></mml:msub></mml:math></inline-formula> and the zonal winds, particularly in the Pacific
Ocean. Like at B<inline-formula><mml:math id="M476" display="inline"><mml:msub><mml:mi/><mml:mi mathvariant="normal">SM</mml:mi></mml:msub></mml:math></inline-formula>, the interannual signals of both flows and winds are
extracted using the EEMD method. At an interannual timescale, the flows at
C<inline-formula><mml:math id="M477" display="inline"><mml:msub><mml:mi/><mml:mi mathvariant="normal">EJ</mml:mi></mml:msub></mml:math></inline-formula> at 30 m show a significant positive correlation with the local
winds and the remote winds over the equatorial Pacific Ocean, in which the
response of the flows to the zonal winds are about 4 to 6 months. In
addition, we also found that the 4-month lag signal is stronger than the
signals with the 5 to 6 months of lag. Figure 17 shows a correlation
map between the Pacific winds and the currents at C<inline-formula><mml:math id="M478" display="inline"><mml:msub><mml:mi/><mml:mi mathvariant="normal">EJ</mml:mi></mml:msub></mml:math></inline-formula> in the case of a
4-month lag.</p>

<?xmltex \floatpos{t}?><table-wrap id="Ch1.T6" specific-use="star"><?xmltex \currentcnt{6}?><label>Table 6</label><caption><p id="d1e6110">Summary of major climate modes (ENSO and/or IOD) and the
corresponding current anomalies through 1950–2013.</p></caption><oasis:table frame="topbot"><oasis:tgroup cols="4">
     <oasis:colspec colnum="1" colname="col1" align="left"/>
     <oasis:colspec colnum="2" colname="col2" align="left"/>
     <oasis:colspec colnum="3" colname="col3" align="right"/>
     <oasis:colspec colnum="4" colname="col4" align="left"/>
     <oasis:thead>
       <oasis:row>

         <oasis:entry colname="col1">Points</oasis:entry>

         <oasis:entry colname="col2">Events</oasis:entry>

         <oasis:entry rowsep="1" namest="col3" nameend="col4" align="center">Zonal current (<inline-formula><mml:math id="M479" display="inline"><mml:mi>U</mml:mi></mml:math></inline-formula>) </oasis:entry>

       </oasis:row>
       <oasis:row>

         <oasis:entry colname="col1"/>

         <oasis:entry colname="col2"/>

         <oasis:entry colname="col3">Current speed</oasis:entry>

         <oasis:entry colname="col4">Observation</oasis:entry>

       </oasis:row>
       <oasis:row rowsep="1">

         <oasis:entry colname="col1"/>

         <oasis:entry colname="col2"/>

         <oasis:entry colname="col3">anomalies (m s<inline-formula><mml:math id="M480" 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>)</oasis:entry>

         <oasis:entry colname="col4">time</oasis:entry>

       </oasis:row>
     </oasis:thead>
     <oasis:tbody>
       <oasis:row>

         <oasis:entry rowsep="1" colname="col1" morerows="8">B<inline-formula><mml:math id="M481" display="inline"><mml:msub><mml:mi/><mml:mi mathvariant="normal">SM</mml:mi></mml:msub></mml:math></inline-formula></oasis:entry>

         <oasis:entry colname="col2">NR-ENSO (Jan 2004) and NR-IOD (Jun 2005)</oasis:entry>

         <oasis:entry colname="col3"><inline-formula><mml:math id="M482" display="inline"><mml:mo>-</mml:mo></mml:math></inline-formula>0.21</oasis:entry>

         <oasis:entry colname="col4">Jul 2005</oasis:entry>

       </oasis:row>
       <oasis:row>

         <oasis:entry colname="col2">NR-ENSO (Dec 1980) and P-IOD (May 1982)</oasis:entry>

         <oasis:entry colname="col3"><inline-formula><mml:math id="M483" display="inline"><mml:mo>-</mml:mo></mml:math></inline-formula>0.19</oasis:entry>

         <oasis:entry colname="col4">Jun 1982</oasis:entry>

       </oasis:row>
       <oasis:row>

         <oasis:entry colname="col2">NR-ENSO (Aug 1962) and N-IOD (Jan 1964)</oasis:entry>

         <oasis:entry colname="col3"><inline-formula><mml:math id="M484" display="inline"><mml:mo>-</mml:mo></mml:math></inline-formula>0.28</oasis:entry>

         <oasis:entry colname="col4">Feb 1964</oasis:entry>

       </oasis:row>
       <oasis:row>

         <oasis:entry colname="col2">El Niño (Feb 1998) and P-IOD (Jul 1999)</oasis:entry>

         <oasis:entry colname="col3"><inline-formula><mml:math id="M485" display="inline"><mml:mo>-</mml:mo></mml:math></inline-formula>0.35</oasis:entry>

         <oasis:entry colname="col4">Aug 1999</oasis:entry>

       </oasis:row>
       <oasis:row>

         <oasis:entry colname="col2">El Niño (Oct 2009) and P-IOD (Apr 2011)</oasis:entry>

         <oasis:entry colname="col3"><inline-formula><mml:math id="M486" display="inline"><mml:mo>-</mml:mo></mml:math></inline-formula>0.18</oasis:entry>

         <oasis:entry colname="col4">May 2011</oasis:entry>

       </oasis:row>
       <oasis:row>

         <oasis:entry colname="col2">La Niña (Dec 1995) and P-IOD (Jul 1997)</oasis:entry>

         <oasis:entry colname="col3"><inline-formula><mml:math id="M487" display="inline"><mml:mo>-</mml:mo></mml:math></inline-formula>0.50</oasis:entry>

         <oasis:entry colname="col4">Aug 1997</oasis:entry>

       </oasis:row>
       <oasis:row>

         <oasis:entry colname="col2">La Niña (Aug 2007) and P-IOD (Feb 2009)</oasis:entry>

         <oasis:entry colname="col3"><inline-formula><mml:math id="M488" display="inline"><mml:mo>-</mml:mo></mml:math></inline-formula>0.16</oasis:entry>

         <oasis:entry colname="col4">Mar 2009</oasis:entry>

       </oasis:row>
       <oasis:row>

         <oasis:entry colname="col2">La Niña (Feb 1995) and N-IOD (Jul 1956)</oasis:entry>

         <oasis:entry colname="col3"><inline-formula><mml:math id="M489" display="inline"><mml:mo>-</mml:mo></mml:math></inline-formula>0.24</oasis:entry>

         <oasis:entry colname="col4">Aug 1956</oasis:entry>

       </oasis:row>
       <oasis:row rowsep="1">

         <oasis:entry colname="col2">La Niña (Oct 1955) and NR-IOD (Mar 1957)</oasis:entry>

         <oasis:entry colname="col3"><inline-formula><mml:math id="M490" display="inline"><mml:mo>-</mml:mo></mml:math></inline-formula>0.13</oasis:entry>

         <oasis:entry colname="col4">Apr 1957</oasis:entry>

       </oasis:row>
       <oasis:row>

         <oasis:entry colname="col1" morerows="11">C<inline-formula><mml:math id="M491" display="inline"><mml:msub><mml:mi/><mml:mi mathvariant="normal">EJ</mml:mi></mml:msub></mml:math></inline-formula></oasis:entry>

         <oasis:entry colname="col2">NR-ENSO (Oct 2001) and NR-IOD (Feb 2001)</oasis:entry>

         <oasis:entry colname="col3"><inline-formula><mml:math id="M492" display="inline"><mml:mo>-</mml:mo></mml:math></inline-formula>0.18</oasis:entry>

         <oasis:entry colname="col4">Jan 2002</oasis:entry>

       </oasis:row>
       <oasis:row>

         <oasis:entry colname="col2">NR-ENSO (May 1978) and P-IOD (Oct 1977)</oasis:entry>

         <oasis:entry colname="col3"><inline-formula><mml:math id="M493" display="inline"><mml:mo>-</mml:mo></mml:math></inline-formula>0.46</oasis:entry>

         <oasis:entry colname="col4">Sep 1978</oasis:entry>

       </oasis:row>
       <oasis:row>

         <oasis:entry colname="col2">NR-ENSO (Mar 1960) and N-IOD (Aug 1959)</oasis:entry>

         <oasis:entry colname="col3">0.41</oasis:entry>

         <oasis:entry colname="col4">Jul 1960</oasis:entry>

       </oasis:row>
       <oasis:row>

         <oasis:entry colname="col2">El Niño (Aug 1953) and P-IOD (Jan 1953)</oasis:entry>

         <oasis:entry colname="col3">0.96</oasis:entry>

         <oasis:entry colname="col4">Dec 1953</oasis:entry>

       </oasis:row>
       <oasis:row>

         <oasis:entry colname="col2">El Niño (Nov 1991) and P-IOD (Apr 1991)</oasis:entry>

         <oasis:entry colname="col3">0.45</oasis:entry>

         <oasis:entry colname="col4">Mar 1992</oasis:entry>

       </oasis:row>
       <oasis:row>

         <oasis:entry colname="col2">El Niño (Nov 2009) and P-IOD (Apr 2009)</oasis:entry>

         <oasis:entry colname="col3">0.69</oasis:entry>

         <oasis:entry colname="col4">Jan 2010</oasis:entry>

       </oasis:row>
       <oasis:row>

         <oasis:entry colname="col2">El Niño (Jul 1997) and N-IOD (Dec 1996)</oasis:entry>

         <oasis:entry colname="col3">0.78</oasis:entry>

         <oasis:entry colname="col4">Nov 1997</oasis:entry>

       </oasis:row>
       <oasis:row>

         <oasis:entry colname="col2">La Niña (May 1988) and P-IOD (Oct 1987)</oasis:entry>

         <oasis:entry colname="col3"><inline-formula><mml:math id="M494" display="inline"><mml:mo>-</mml:mo></mml:math></inline-formula>0.46</oasis:entry>

         <oasis:entry colname="col4">Sep 1988</oasis:entry>

       </oasis:row>
       <oasis:row>

         <oasis:entry colname="col2">La Niña (Sep 1998) and P-IOD (Feb 1998)</oasis:entry>

         <oasis:entry colname="col3"><inline-formula><mml:math id="M495" display="inline"><mml:mo>-</mml:mo></mml:math></inline-formula>0.59</oasis:entry>

         <oasis:entry colname="col4">Jan 1999</oasis:entry>

       </oasis:row>
       <oasis:row>

         <oasis:entry colname="col2">La Niña (Nov 2011) and P-IOD (Apr 2011)</oasis:entry>

         <oasis:entry colname="col3"><inline-formula><mml:math id="M496" display="inline"><mml:mo>-</mml:mo></mml:math></inline-formula>0.61</oasis:entry>

         <oasis:entry colname="col4">Mar 2012</oasis:entry>

       </oasis:row>
       <oasis:row>

         <oasis:entry colname="col2">La Niña (Aug 1954) and NR-IOD (Jan 1954)</oasis:entry>

         <oasis:entry colname="col3"><inline-formula><mml:math id="M497" display="inline"><mml:mo>-</mml:mo></mml:math></inline-formula>0.70</oasis:entry>

         <oasis:entry colname="col4">Dec 1954</oasis:entry>

       </oasis:row>
       <oasis:row>

         <oasis:entry colname="col2">La Niña (Sep 1988) and NR-IOD (Feb 1988)</oasis:entry>

         <oasis:entry colname="col3"><inline-formula><mml:math id="M498" display="inline"><mml:mo>-</mml:mo></mml:math></inline-formula>0.43</oasis:entry>

         <oasis:entry colname="col4">Jan 1989</oasis:entry>

       </oasis:row>
     </oasis:tbody>
   </oasis:tgroup></oasis:table><table-wrap-foot><p id="d1e6113">NR-ENSO is neutral ENSO, P-IOD is positive IOD, NR-IOD is neutral IOD, N-IOD is
negative IOD. The classification criteria for ENSO and IOD events can be
seen in Table 5.</p></table-wrap-foot></table-wrap>

<?xmltex \floatpos{t}?><table-wrap id="Ch1.T7" specific-use="star"><?xmltex \currentcnt{7}?><label>Table 7</label><caption><p id="d1e6569">Partial correlation coefficients between zonal currents at
30 m on an interannual timescale for both ONI and DMI. Only values above the 95 %
significance level are shown.</p></caption><oasis:table frame="topbot"><oasis:tgroup cols="9">
     <oasis:colspec colnum="1" colname="col1" align="left"/>
     <oasis:colspec colnum="2" colname="col2" align="right"/>
     <oasis:colspec colnum="3" colname="col3" align="right"/>
     <oasis:colspec colnum="4" colname="col4" align="right"/>
     <oasis:colspec colnum="5" colname="col5" align="right" colsep="1"/>
     <oasis:colspec colnum="6" colname="col6" align="right"/>
     <oasis:colspec colnum="7" colname="col7" align="right"/>
     <oasis:colspec colnum="8" colname="col8" align="right"/>
     <oasis:colspec colnum="9" colname="col9" align="right"/>
     <oasis:thead>
       <oasis:row>
         <oasis:entry colname="col1">Points</oasis:entry>
         <oasis:entry rowsep="1" namest="col2" nameend="col5" align="center" colsep="1">ONI-<inline-formula><mml:math id="M499" display="inline"><mml:mi>U</mml:mi></mml:math></inline-formula>  (no DMI) </oasis:entry>
         <oasis:entry rowsep="1" namest="col6" nameend="col9" align="center">DMI-<inline-formula><mml:math id="M500" display="inline"><mml:mi>U</mml:mi></mml:math></inline-formula>  (no ONI) </oasis:entry>
       </oasis:row>
       <oasis:row rowsep="1">
         <oasis:entry colname="col1"/>
         <oasis:entry colname="col2">DJF</oasis:entry>
         <oasis:entry colname="col3">MAM</oasis:entry>
         <oasis:entry colname="col4">JJA</oasis:entry>
         <oasis:entry colname="col5">SON</oasis:entry>
         <oasis:entry colname="col6">DJF</oasis:entry>
         <oasis:entry colname="col7">MAM</oasis:entry>
         <oasis:entry colname="col8">JJA</oasis:entry>
         <oasis:entry colname="col9">SON</oasis:entry>
       </oasis:row>
     </oasis:thead>
     <oasis:tbody>
       <oasis:row>
         <oasis:entry colname="col1">A<inline-formula><mml:math id="M501" display="inline"><mml:msub><mml:mi/><mml:mi mathvariant="normal">WJ</mml:mi></mml:msub></mml:math></inline-formula></oasis:entry>
         <oasis:entry colname="col2">–</oasis:entry>
         <oasis:entry colname="col3">–</oasis:entry>
         <oasis:entry colname="col4">–</oasis:entry>
         <oasis:entry colname="col5">–</oasis:entry>
         <oasis:entry colname="col6">–</oasis:entry>
         <oasis:entry colname="col7">–</oasis:entry>
         <oasis:entry colname="col8">–</oasis:entry>
         <oasis:entry colname="col9">–</oasis:entry>
       </oasis:row>
       <oasis:row>
         <oasis:entry colname="col1">B<inline-formula><mml:math id="M502" display="inline"><mml:msub><mml:mi/><mml:mi mathvariant="normal">SM</mml:mi></mml:msub></mml:math></inline-formula></oasis:entry>
         <oasis:entry colname="col2">–</oasis:entry>
         <oasis:entry colname="col3">–</oasis:entry>
         <oasis:entry colname="col4">–</oasis:entry>
         <oasis:entry colname="col5">–</oasis:entry>
         <oasis:entry colname="col6">–</oasis:entry>
         <oasis:entry colname="col7">–</oasis:entry>
         <oasis:entry colname="col8"><inline-formula><mml:math id="M503" display="inline"><mml:mo>-</mml:mo></mml:math></inline-formula>0.76</oasis:entry>
         <oasis:entry colname="col9">–</oasis:entry>
       </oasis:row>
       <oasis:row rowsep="1">
         <oasis:entry colname="col1">C<inline-formula><mml:math id="M504" display="inline"><mml:msub><mml:mi/><mml:mi mathvariant="normal">EJ</mml:mi></mml:msub></mml:math></inline-formula></oasis:entry>
         <oasis:entry colname="col2">0.46</oasis:entry>
         <oasis:entry colname="col3">0.28</oasis:entry>
         <oasis:entry colname="col4">0.47</oasis:entry>
         <oasis:entry colname="col5">0.43</oasis:entry>
         <oasis:entry colname="col6">–</oasis:entry>
         <oasis:entry colname="col7">–</oasis:entry>
         <oasis:entry colname="col8">–</oasis:entry>
         <oasis:entry colname="col9">–</oasis:entry>
       </oasis:row>
       <oasis:row>
         <oasis:entry colname="col1">The 95 %</oasis:entry>
         <oasis:entry colname="col2"><inline-formula><mml:math id="M505" display="inline"><mml:mo>±</mml:mo></mml:math></inline-formula> 0.19</oasis:entry>
         <oasis:entry colname="col3"><inline-formula><mml:math id="M506" display="inline"><mml:mo>±</mml:mo></mml:math></inline-formula> 0.25</oasis:entry>
         <oasis:entry colname="col4"><inline-formula><mml:math id="M507" display="inline"><mml:mo>±</mml:mo></mml:math></inline-formula> 0.26</oasis:entry>
         <oasis:entry colname="col5"><inline-formula><mml:math id="M508" display="inline"><mml:mo>±</mml:mo></mml:math></inline-formula> 0.23</oasis:entry>
         <oasis:entry colname="col6"><inline-formula><mml:math id="M509" display="inline"><mml:mo>±</mml:mo></mml:math></inline-formula> 0.63</oasis:entry>
         <oasis:entry colname="col7"><inline-formula><mml:math id="M510" display="inline"><mml:mo>±</mml:mo></mml:math></inline-formula> 0.49</oasis:entry>
         <oasis:entry colname="col8"><inline-formula><mml:math id="M511" display="inline"><mml:mo>±</mml:mo></mml:math></inline-formula> 0.35</oasis:entry>
         <oasis:entry colname="col9"><inline-formula><mml:math id="M512" display="inline"><mml:mo>±</mml:mo></mml:math></inline-formula> 0.41</oasis:entry>
       </oasis:row>
       <oasis:row>
         <oasis:entry colname="col1">significance</oasis:entry>
         <oasis:entry colname="col2"/>
         <oasis:entry colname="col3"/>
         <oasis:entry colname="col4"/>
         <oasis:entry colname="col5"/>
         <oasis:entry colname="col6"/>
         <oasis:entry colname="col7"/>
         <oasis:entry colname="col8"/>
         <oasis:entry colname="col9"/>
       </oasis:row>
       <oasis:row>
         <oasis:entry colname="col1">level</oasis:entry>
         <oasis:entry colname="col2"/>
         <oasis:entry colname="col3"/>
         <oasis:entry colname="col4"/>
         <oasis:entry colname="col5"/>
         <oasis:entry colname="col6"/>
         <oasis:entry colname="col7"/>
         <oasis:entry colname="col8"/>
         <oasis:entry colname="col9"/>
       </oasis:row>
     </oasis:tbody>
   </oasis:tgroup></oasis:table></table-wrap>

      <?xmltex \floatpos{t}?><fig id="Ch1.F17"><?xmltex \currentcnt{17}?><?xmltex \def\figurename{Figure}?><label>Figure 17</label><caption><p id="d1e6911">The same as Fig. 15 but at C<inline-formula><mml:math id="M513" display="inline"><mml:msub><mml:mi/><mml:mi mathvariant="normal">EJ</mml:mi></mml:msub></mml:math></inline-formula>  and for
interannual signal.</p></caption>
            <?xmltex \igopts{width=241.848425pt}?><graphic xlink:href="https://os.copernicus.org/articles/17/1115/2021/os-17-1115-2021-f17.png"/>

          </fig>

      <p id="d1e6929">A previous study conducted by Wijffels and Meyers (2004) showed that the
variability in the ITF region was associated with Kelvin and Rossby waves
originating in the Indian and Pacific Oceans, respectively. They have
revealed the pathways for equatorial Pacific wind energy traveling down the
Papuan–Australian shelf break and radiating westward-propagating Rossby
Waves into the Banda Sea and southeastern Indian Ocean (their Fig. 20). Hence,
there is a contribution from the westward-propagating Rossby waves to the ITF
variability inside the Indonesian seas or at the ITF exit regions (the Ombai and
Lombok straits and the Timor Passage), which lead into the SETIO and the
western coast of Sumatra and southern coast of Java. Our simulation
(Fig. 2) clearly shows that ITF flowing from the exit passages of Indonesian
seas (Lombok, Ombai, and Timor passages) feeds into the SETIO region.
Moreover, Wijffels and Meyers (2004) have computed the remotely driven
Pacific Rossby wave speeds as a function of latitude. The phase speeds have
been compared with the theoretical Rossby wave speeds based on the atlas of
Chelton et al. (1998). In this<?pagebreak page1136?> study, we have estimated the travel time of
the westward-propagating Rossby waves excited by the wind anomalies in the
central and western Pacific to the SETIO, especially at point C<inline-formula><mml:math id="M514" display="inline"><mml:msub><mml:mi/><mml:mi mathvariant="normal">EJ</mml:mi></mml:msub></mml:math></inline-formula>,
based on the pathways for the Pacific signals introduced by Wijffels and
Meyers (2004). In general, it was found that the equatorial Pacific signals
around 130<inline-formula><mml:math id="M515" display="inline"><mml:msup><mml:mi/><mml:mo>∘</mml:mo></mml:msup></mml:math></inline-formula> W took approximately 3.01 months to arrive at C<inline-formula><mml:math id="M516" display="inline"><mml:msub><mml:mi/><mml:mi mathvariant="normal">EJ</mml:mi></mml:msub></mml:math></inline-formula> based
on the mean phase speed of about 0.2 cm s<inline-formula><mml:math id="M517" 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> taken from Wijffels and
Meyers (2004). This travel time estimation was within the range of the
4-month lags between the flows at C<inline-formula><mml:math id="M518" display="inline"><mml:msub><mml:mi/><mml:mi mathvariant="normal">EJ</mml:mi></mml:msub></mml:math></inline-formula> and the Pacific winds derived
from the lagged correlation analysis in Fig. 17.</p>
</sec>
</sec>
</sec>
<sec id="Ch1.S4" sec-type="conclusions">
  <label>4</label><title>Conclusions</title>
      <p id="d1e6990">Basic features of zonal currents and their temporal variability in the SETIO
region adjacent to the southern coasts of Sumatra and Java have been studied using
global HYCOM output over the course of 1950–2013. There are peculiar
features of zonal currents in the coastal (the SJC) region, offshore (the
ITF–SEC) region, and the transition zone between coastal and offshore regions of
the SETIO. In general, surface zonal currents in Transect A (the SJC
region), especially along the southern coasts of Sumatra and Java (98–114<inline-formula><mml:math id="M519" display="inline"><mml:msup><mml:mi/><mml:mo>∘</mml:mo></mml:msup></mml:math></inline-formula> E), show seasonal characteristics, i.e., they are<?pagebreak page1137?> eastward
(westward) during DJF (JJA). Moreover, the eastward-flowing currents are
enhanced during MAM and SON, and this is associated with the propagation of coastal
Kelvin waves. On the other hand, westward currents are dominant along
Transect C (the ITF–SEC region). Meanwhile, although westward currents are
quite dominant along Transect B (the transition zone between the SJC region
and ITF–SEC region), eastward currents are also present, especially at
longitudes 95–107<inline-formula><mml:math id="M520" display="inline"><mml:msup><mml:mi/><mml:mo>∘</mml:mo></mml:msup></mml:math></inline-formula> E.</p>
      <p id="d1e7011">In the period of 1950 through 2013, the mean (climatological) current
velocity of SJC on Transect A is dominantly eastward. We found that both
remote and local wind forcings and seasonal conditions are necessary
to explain the current variability in the study area. During JJA, the
strength of climatological eastward SJC reduced, and the SJC in the upper 100 m along the southern coast of Java, at a certain period of time, flowed
westward in response to the prevailing southeasterly local winds during
those months. At the depth 100 m, there is a maximum westward current at
A<inline-formula><mml:math id="M521" display="inline"><mml:msub><mml:mi/><mml:mi mathvariant="normal">WJ</mml:mi></mml:msub></mml:math></inline-formula> during DJF with a velocity of about 0.1 m s<inline-formula><mml:math id="M522" 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>, wherein the
current at A<inline-formula><mml:math id="M523" display="inline"><mml:msub><mml:mi/><mml:mi mathvariant="normal">WJ</mml:mi></mml:msub></mml:math></inline-formula> shows high correlation with the subsurface (200 m)
maximum ITF in the southern Ombai Strait (remote forcing), whereas its
correlation with the NW local wind is weak. Otherwise, it is found that the
NW zonal wind is more influential in forcing variation in zonal current at
A<inline-formula><mml:math id="M524" display="inline"><mml:msub><mml:mi/><mml:mi mathvariant="normal">EJ</mml:mi></mml:msub></mml:math></inline-formula> than the ITF. Therefore, it is suggested that the westward current
simulated at A<inline-formula><mml:math id="M525" display="inline"><mml:msub><mml:mi/><mml:mi mathvariant="normal">WJ</mml:mi></mml:msub></mml:math></inline-formula> at 100 m during DJF is ITF related, whereas that at
A<inline-formula><mml:math id="M526" display="inline"><mml:msub><mml:mi/><mml:mi mathvariant="normal">EJ</mml:mi></mml:msub></mml:math></inline-formula> at 100 m is relatively NW zonal wind related.</p>
      <p id="d1e7072">Moreover, it is found that the average (climatological) current at B<inline-formula><mml:math id="M527" display="inline"><mml:msub><mml:mi/><mml:mi mathvariant="normal">SM</mml:mi></mml:msub></mml:math></inline-formula>
is eastward, while at points B<inline-formula><mml:math id="M528" display="inline"><mml:msub><mml:mi/><mml:mi mathvariant="normal">WJ</mml:mi></mml:msub></mml:math></inline-formula> and B<inline-formula><mml:math id="M529" display="inline"><mml:msub><mml:mi/><mml:mi mathvariant="normal">EJ</mml:mi></mml:msub></mml:math></inline-formula> it is westward,
suggesting that the mean eastward current at B<inline-formula><mml:math id="M530" display="inline"><mml:msub><mml:mi/><mml:mi mathvariant="normal">SM</mml:mi></mml:msub></mml:math></inline-formula> is influenced by
tropical current systems in the Indian Ocean, such as the ECC, SWMC, and
Wyrtki Jet, whereas the mean westward currents at the points B<inline-formula><mml:math id="M531" display="inline"><mml:msub><mml:mi/><mml:mi mathvariant="normal">WJ</mml:mi></mml:msub></mml:math></inline-formula> and
B<inline-formula><mml:math id="M532" display="inline"><mml:msub><mml:mi/><mml:mi mathvariant="normal">EJ</mml:mi></mml:msub></mml:math></inline-formula> are more dominated by the ITF. In contrast, current characteristics
on Transect C (offshore region) generally show similarities at all points
(C<inline-formula><mml:math id="M533" display="inline"><mml:msub><mml:mi/><mml:mi mathvariant="normal">SM</mml:mi></mml:msub></mml:math></inline-formula>, C<inline-formula><mml:math id="M534" display="inline"><mml:msub><mml:mi/><mml:mi mathvariant="normal">WJ</mml:mi></mml:msub></mml:math></inline-formula>, and C<inline-formula><mml:math id="M535" display="inline"><mml:msub><mml:mi/><mml:mi mathvariant="normal">EJ</mml:mi></mml:msub></mml:math></inline-formula>), where the current along this transect
flows westward throughout the year, confirming that Transect C is the
SEC or ITF region. Seasonal variation in the westward current on the Transect C
agrees well with that of ITF in Lombok Strait, Timor Passage, and through
the three exit passages (the total ITF through the Lombok and Ombai straits
and Timor Passage), in which during JJA the flow is stronger than during
DJF.</p>
      <p id="d1e7157">The EOF1 mode of zonal current across the three meridional sections (EJ, WJ,
and SM) clearly shows unique features of zonal currents between nearshore
and offshore regions in the sections. In Sections EJ and WJ, the vertical
structure of EOF1 is characterized by one-layer flow. In the nearshore area
of Section EJ, the vertical structure of EOF1 displays a gradual decrease in
speed from the surface to 800 m depth, whereas in the transition and the
offshore areas the flow velocities decline more rapidly with depth, reducing
to nearly zero at depths of about 500 and 300 m, respectively. Meanwhile,
in Section WJ, the one-layer flow of the vertical structure of EOF1 shows a
unidirectional vertical structure that gradually decreases from the
surface to a depth of <inline-formula><mml:math id="M536" display="inline"><mml:mo>∼</mml:mo></mml:math></inline-formula> 450 m in all areas. On the contrary,
in the nearshore and transition regions of Section SM, it is marked by
two-layer flow, in which the velocity reversal between the two types of flow
takes place at depths of approximately 100 and 200 m, respectively.
Meanwhile, in the offshore area of Section SM, the vertical structure of
EOF1 exhibits a unidirectional flow from the surface to a depth of about 500 m.</p>
      <p id="d1e7168">In this study, the predominant variations in content of the zonal current
anomalies in the region is quantitatively identified, varying from
intraseasonal to interannual timescales. The analysis indicates that the
zonal currents at A<inline-formula><mml:math id="M537" display="inline"><mml:msub><mml:mi/><mml:mi mathvariant="normal">WJ</mml:mi></mml:msub></mml:math></inline-formula> (close to the shore) have peak energies that
are successively dominated by semiannual, intraseasonal, and annual periods, and it can be seen that the interannual period is weaker than the others at this point. Moreover,
although semiannual and intraseasonal variations are dominant at B<inline-formula><mml:math id="M538" display="inline"><mml:msub><mml:mi/><mml:mi mathvariant="normal">SM</mml:mi></mml:msub></mml:math></inline-formula>
(close to the center of the eastern pole of the IOD), there is pronounced
interannual variation in the zonal current at this point. In contrast, the
zonal current variability at C<inline-formula><mml:math id="M539" display="inline"><mml:msub><mml:mi/><mml:mi mathvariant="normal">EJ</mml:mi></mml:msub></mml:math></inline-formula> (close to the major exit passages of
the ITF) is dominated by interannual signal. Nevertheless, in addition to
the interannual signal, the power spectrum analysis shows that intraseasonal
variability of the zonal current (SEC) at C<inline-formula><mml:math id="M540" display="inline"><mml:msub><mml:mi/><mml:mi mathvariant="normal">EJ</mml:mi></mml:msub></mml:math></inline-formula> is also prominent. The
lagged correlation analysis shows that ENSO seems to have the strongest
influence on the zonal current variability at C<inline-formula><mml:math id="M541" display="inline"><mml:msub><mml:mi/><mml:mi mathvariant="normal">EJ</mml:mi></mml:msub></mml:math></inline-formula>, with the zonal
current lagging the ENSO by 4 months. Meanwhile, the IOD is most dominant
in controlling interannual fluctuation of the zonal current at B<inline-formula><mml:math id="M542" display="inline"><mml:msub><mml:mi/><mml:mi mathvariant="normal">SM</mml:mi></mml:msub></mml:math></inline-formula>,
with the IOD leading the zonal currents by 1 month. Furthermore, based on
the partial correlation analysis, it has been revealed that ENSO contributes
to the zonal current variation at C<inline-formula><mml:math id="M543" display="inline"><mml:msub><mml:mi/><mml:mi mathvariant="normal">EJ</mml:mi></mml:msub></mml:math></inline-formula> in all monsoon seasons (DJF, MAM,
JJA, and SON), while the IOD plays a significant role in controlling the
variation of current at B<inline-formula><mml:math id="M544" display="inline"><mml:msub><mml:mi/><mml:mi mathvariant="normal">SM</mml:mi></mml:msub></mml:math></inline-formula> only in JJA. In this study, the dynamical
links that cause the influence of IOD on the current variability at B<inline-formula><mml:math id="M545" display="inline"><mml:msub><mml:mi/><mml:mi mathvariant="normal">SM</mml:mi></mml:msub></mml:math></inline-formula>
only in JJA are still not known. Therefore, further study is essential to
elucidate the physical mechanisms responsible for this topic. Here, the proportion calculation of contribution of each EEMD mode to
the EOF1 showed that the order of each mode's contribution from largest to
smallest at A<inline-formula><mml:math id="M546" display="inline"><mml:msub><mml:mi/><mml:mi mathvariant="normal">WJ</mml:mi></mml:msub></mml:math></inline-formula> and B<inline-formula><mml:math id="M547" display="inline"><mml:msub><mml:mi/><mml:mi mathvariant="normal">SM</mml:mi></mml:msub></mml:math></inline-formula> is as follows: intraseasonal, semiannual, annual,
interannual, and long-term signals. Interestingly, the contribution of
long-term signal at C<inline-formula><mml:math id="M548" display="inline"><mml:msub><mml:mi/><mml:mi mathvariant="normal">EJ</mml:mi></mml:msub></mml:math></inline-formula> is larger than the interannual and annual
signals. However, the detailed analysis of long-term signal is not within the scope
of this research and can be considered in a future study. Moreover, future
work, including detailing the forcing mechanisms,
investigating decadal variability and determining the cause of the long-term
signals, will be necessary in order to gain a better
understanding of these interesting topics.</p>
</sec>

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

      <p id="d1e7286">The HYCOM zonal currents used in this study are freely available at the Research Group of Oceanography-ITB<?pagebreak page1138?> website <uri>https://www.oceanography.fitb.itb.ac.id/member/nsn/</uri> (last access: 5 June 2020), simulated and already published by Hanifah and Ningsih (2016).</p>
  </notes><notes notes-type="authorcontribution"><title>Author contributions</title>

      <p id="d1e7295">NSN formulated research goals and aims, developed the
methodology, conducted the investigation process, designed the model, and prepared
the published work. SLS maintained the research data, prepared the data
presentation, and drafted the initial manuscript. RDS supervised the
research project and EEMD methodology. FH designed the model simulation and
validated the model results.</p>
  </notes><notes notes-type="competinginterests"><title>Competing interests</title>

      <p id="d1e7301">The authors declare that they have no conflict of interest.</p>
  </notes><notes notes-type="disclaimer"><title>Disclaimer</title>

      <p id="d1e7307">Publisher's note: Copernicus Publications remains neutral with regard to jurisdictional claims in published maps and institutional affiliations.</p>
  </notes><ack><title>Acknowledgements</title><p id="d1e7313">The authors would like to gratefully acknowledge data support from NOAA for providing the moored RAMA current, wind fields, and ONI; PODAAC for providing the OSCAR dataset; and JAMSTEC for producing the DMI. The authors are also grateful to INSTANT, a multi-national programme with Indonesia, Australia, France, Netherlands, and the USA, for distributing the INSTANT current. Moreover, we would like to acknowledge the support given by the Indonesian Ministry of Education, Culture, Research and Technology (Kemendikbudristek) for making the writing of this paper possible. Finally, we really appreciate the valuable suggestions, comments, and corrections from the anonymous reviewers.</p></ack><notes notes-type="financialsupport"><title>Financial support</title>

      <p id="d1e7318">This research has been supported by the Indonesian Ministry of Education, Culture, Research and Technology under the Basic Research Grant 2019–2021 (grant no. 2/E1/KP.PTNBH/2019, 2/E1/KP.PTNBH/2020, and 2/E1/KP.PTNBH/2021). Raden Dwi Susanto is supported by World Class Professor (WCP) Program 2018 managed by the Indonesian Ministry of Education and Culture (Kemendikbud) (grant no. 123.21/D2.3/KP/2018), the National Aeronautics and Space Administration (NASA) (grant no. 80NSSC18K0777 and NNX17AE79A) through the University of Maryland, and a Jet Propulsion Laboratory–NASA subcontract (grant no. 1554354).</p>
  </notes><notes notes-type="reviewstatement"><title>Review statement</title>

      <p id="d1e7324">This paper was edited by Viviane Menezes and reviewed by two anonymous referees.</p>
  </notes><ref-list>
    <title>References</title>

      <ref id="bib1.bib1"><label>1</label><?label 1?><mixed-citation>
Bray, N. A., Wijffels, S. E., Chong, J. C., Fieux, M., Hautala, S., Meyers,
G., and Morawitz, W. M. L.: Characteristics of the Indo-Pacific throughflow
in the Eastern Indian Ocean, Geophys. Res. Lett., 24, 2569–2572, 1997.</mixed-citation></ref>
      <ref id="bib1.bib2"><label>2</label><?label 1?><mixed-citation>
Chelton, D. B., de Szoeke, R. A., Schlax, M.G., El Naggar, K., and
Siwertz, N.: Geographical variability of the first-baroclinic Rossby radius
of deformation, J. Phys. Oceanogr., 28, 433–460, 1998.</mixed-citation></ref>
      <ref id="bib1.bib3"><label>3</label><?label 1?><mixed-citation>
Clark, C. O., Webster, P. J., and Cole, J. E.: Interdecadal variability of
the relationship between the Indian Ocean zonal mode and East African
coastal rainfall anomalies, J. Clim., 16, 548–554, 2003.</mixed-citation></ref>
      <ref id="bib1.bib4"><label>4</label><?label 1?><mixed-citation>Codiga, D. L., Renourad, D. P., and Fincham, A.: Experiments on waves
trapped over the continental slope and shelf in a continuously stratified
rotating ocean, J. Mar. Res., 57, 585–612, <ext-link xlink:href="https://doi.org/10.1357/002224099321549602" ext-link-type="DOI">10.1357/002224099321549602</ext-link>,
1999.</mixed-citation></ref>
      <ref id="bib1.bib5"><label>5</label><?label 1?><mixed-citation>Ding, X., Bassinot, F., Guichard, F., and Fang, N. Q.: Indonesian
throughflow and monsoon activity records in the Timor Sea since the last
glacial maximum, Mar. Micropaleontol., 101, 115–126,  <ext-link xlink:href="https://doi.org/10.1016/j.marmicro.2013.02.003" ext-link-type="DOI">10.1016/j.marmicro.2013.02.003</ext-link>, 2013.</mixed-citation></ref>
      <ref id="bib1.bib6"><label>6</label><?label 1?><mixed-citation>Drushka, K., Sprintall, J., Gille, S., and Brodjonegoro, I.: Vertical
structure of Kelvin waves in the Indonesian throughflow exit passages, J.
Phys. Oceanogr., 40, 1965–1987, <ext-link xlink:href="https://doi.org/10.1175/2010JPO4380.1" ext-link-type="DOI">10.1175/2010JPO4380.1</ext-link>, 2010.</mixed-citation></ref>
      <ref id="bib1.bib7"><label>7</label><?label 1?><mixed-citation>Duan, Y., Liu, L., Han, G., Liu, H., Yu, W., Yang, G., Wang, H., Wang, H.,
Liu, Y., Zahid, and Waheed, H.: Anomalous behaviors of Wyrtki Jets in the
equatorial Indian Ocean during 2013, Sci. Rep., 6, 1–7, <ext-link xlink:href="https://doi.org/10.1038/srep29688" ext-link-type="DOI">10.1038/srep29688</ext-link>, 2016.</mixed-citation></ref>
      <ref id="bib1.bib8"><label>8</label><?label 1?><mixed-citation>
Emery, W. J. and Thomson, R. E.: Data Analysis Methods in Physical
Oceanography, Elsevier, New York, 2001.</mixed-citation></ref>
      <ref id="bib1.bib9"><label>9</label><?label 1?><mixed-citation>Fang, G., Wang, Y., Wei, Z., Fang, Y., Qiao, F., and Hu, X.: Interocean
circulation and heat and freshwater budgets of the South China Sea based on
numerical model, Dynam. Atmos. Ocean, 47, 55–72, <ext-link xlink:href="https://doi.org/10.1016/j.dynatmoce.2008.09.003" ext-link-type="DOI">10.1016/j.dynatmoce.2008.09.003</ext-link>, 2009.</mixed-citation></ref>
      <ref id="bib1.bib10"><label>10</label><?label 1?><mixed-citation>
Feng, M. and Wijffels, S.: Intraseasonal variability in the South
Equatorial Current of the East Indian Ocean, J. Phys. Oceanogr., 32,
265–277,  2002.</mixed-citation></ref>
      <ref id="bib1.bib11"><label>11</label><?label 1?><mixed-citation>Feng, M., Zhang, N., Liu, Q., and Wijffels, S.: The Indonesian throughflow,
its variability and centennial change, Geosci. Lett., 5, 1–10,
<ext-link xlink:href="https://doi.org/10.1186/s40562-018-0102-2" ext-link-type="DOI">10.1186/s40562-018-0102-2</ext-link>, 2018.</mixed-citation></ref>
      <ref id="bib1.bib12"><label>12</label><?label 1?><mixed-citation>
Ffield, A., Vranes, K., Gordon, A. L., Susanto, R. D., and Garzoli, S. L.:
Temperature variability within Makassar Strait, Geophys. Res. Lett., 27,
237–240,  2000.</mixed-citation></ref>
      <ref id="bib1.bib13"><label>13</label><?label 1?><mixed-citation>Fieux, M., Andrie, C., Delecluse, P., Ilahude, A. G., Kartavtseff, A.,
Mantisi, F., Molcard, R., and Swallow, J. C.: Measurements within the
Pacific-Indian Ocean throughflow region, Deep-Sea Res., 41, 1091–1130,
<ext-link xlink:href="https://doi.org/10.1016/0967-0637(94)90020-5" ext-link-type="DOI">10.1016/0967-0637(94)90020-5</ext-link>, 1994.</mixed-citation></ref>
      <ref id="bib1.bib14"><label>14</label><?label 1?><mixed-citation>Fieux, M., Molcard, R., and Ilahude, A. G.: Geostrophic transport of the
Pacific-Indian Oceans throughflow, J. Geophys. Res., 101,
12421–12432, <ext-link xlink:href="https://doi.org/10.1029/95JC03566" ext-link-type="DOI">10.1029/95JC03566</ext-link>, 1996.</mixed-citation></ref>
      <ref id="bib1.bib15"><label>15</label><?label 1?><mixed-citation>Gordon, A. L.: Interocean exchange of thermocline water, J. Geophys. Res.,
91, 5037–5046, <ext-link xlink:href="https://doi.org/10.1029/JC091iC04p05037" ext-link-type="DOI">10.1029/JC091iC04p05037</ext-link>, 1986.</mixed-citation></ref>
      <ref id="bib1.bib16"><label>16</label><?label 1?><mixed-citation>
Gordon, A. L. and Susanto, R. D.: Makassar Strait transport: initial
estimate based on Arlindo result, Mar. Technol. Soc. J., 32, 34–45, 1999.</mixed-citation></ref>
      <ref id="bib1.bib17"><label>17</label><?label 1?><mixed-citation>Gordon, A. L., Susanto, R. D., Ffield, A., Huber, B. A., Pranowo, W., and
Wirasantosa, S.: Makassar Strait throughflow, 2004 to 2006, Geophys. Res.
Lett., 35, L24605, <ext-link xlink:href="https://doi.org/10.1029/2008GL036372" ext-link-type="DOI">10.1029/2008GL036372</ext-link>, 2008.</mixed-citation></ref>
      <?pagebreak page1139?><ref id="bib1.bib18"><label>18</label><?label 1?><mixed-citation>Hallock, Z. R., Teague, W. J., and Jarosz, E.: Subinertial slope trapped
waves in the northeastern Gulf of Mexico, J. Phys. Oceanogr., 39,
1474–1485, <ext-link xlink:href="https://doi.org/10.1175/2009JPO3925.1" ext-link-type="DOI">10.1175/2009JPO3925.1</ext-link>, 2009.</mixed-citation></ref>
      <ref id="bib1.bib19"><label>19</label><?label 1?><mixed-citation>
Han, W., McCreary Jr., J. P., Anderson, D. L. T., and Mariano A. J.: Dynamics
of the eastern surface jets in the equatorial Indian Ocean, J. Phys.
Oceanogr., 29, 2191–2209, 1999.</mixed-citation></ref>
      <ref id="bib1.bib20"><label>20</label><?label 1?><mixed-citation>
Hannachi, A.: A Primer for EOF Analysis of Climate Data, Department of
Meteorology, University of Reading, UK, 2004.</mixed-citation></ref>
      <ref id="bib1.bib21"><label>21</label><?label 1?><mixed-citation>Hanifah, F. and Ningsih, N. S.: The characteristic of eddies in the Banda
Sea, Adv. Appl. Fluid Mech., 19, 889–902,
<ext-link xlink:href="https://doi.org/10.17654/FM019040889" ext-link-type="DOI">10.17654/FM019040889</ext-link>, 2016.</mixed-citation></ref>
      <ref id="bib1.bib22"><label>22</label><?label 1?><mixed-citation>Hu, S. and Sprintall, J.: Interannual variability of the Indonesian
Throughflow: The salinity effect, J. Geophys. Res.-Ocean., 121, 2596–2615,
<ext-link xlink:href="https://doi.org/10.1002/2015JC011495" ext-link-type="DOI">10.1002/2015JC011495</ext-link>, 2016.</mixed-citation></ref>
      <ref id="bib1.bib23"><label>23</label><?label 1?><mixed-citation>Hu, S. and Sprintall, J.: Observed strengthening of interbasin exchange via
the Indonesian seas due to rainfall intensification, Geophys. Res. Lett.,
44, 1448–1456, <ext-link xlink:href="https://doi.org/10.1002/2016GL072494" ext-link-type="DOI">10.1002/2016GL072494</ext-link>, 2017.</mixed-citation></ref>
      <ref id="bib1.bib24"><label>24</label><?label 1?><mixed-citation>Huang, N. E., Shen, Z., Long, S. R., Wu, M. C., Shih, H. H., Zheng, Q., Yen,
N-C., Tung, C. C., and Liu, H. H.: The empirical mode decomposition and the
Hilbert spectrum for nonlinear and non-stationary time series analysis, Roy.
Soc., 454, 903–905, <ext-link xlink:href="https://doi.org/10.1098/rspa.1998.0193" ext-link-type="DOI">10.1098/rspa.1998.0193</ext-link>, 1998.</mixed-citation></ref>
      <ref id="bib1.bib25"><label>25</label><?label 1?><mixed-citation>Iskandar, I., Mardiansyah, W., Masumoto, Y., and Yamagata, T.: Intraseasonal
Kelvin waves along the southern coast of Sumatra and Java, J. Geophys. Res.,
110, C04013, <ext-link xlink:href="https://doi.org/10.1029/2004JC002508" ext-link-type="DOI">10.1029/2004JC002508</ext-link>, 2005.</mixed-citation></ref>
      <ref id="bib1.bib26"><label>26</label><?label 1?><mixed-citation>Iskandar, I., Tozuka, T., Sasaki, H., Masumoto, Y., and Yamagata, T.:
Intraseasonal variations of surface and subsurface currents off Java as
simulated in a high-resolution ocean general circulation model, J. Geophys.
Res., 111, C12015, <ext-link xlink:href="https://doi.org/10.1029/2006JC003486" ext-link-type="DOI">10.1029/2006JC003486</ext-link>, 2006.</mixed-citation></ref>
      <ref id="bib1.bib27"><label>27</label><?label 1?><mixed-citation>Iskandar, I., Masumoto, Y., and Mizuno, K.: Subsurface equatorial zonal
current in the eastern Indian Ocean, J. Geophys. Res., 114, C06005,
<ext-link xlink:href="https://doi.org/10.1029/2008JC005188" ext-link-type="DOI">10.1029/2008JC005188</ext-link>, 2009.</mixed-citation></ref>
      <ref id="bib1.bib28"><label>28</label><?label 1?><mixed-citation>Iskandar, I., Masumoto, Y., Mizuno, K., Sasaki, H., Affandi, A. K.,
Setiabudidaya, D., and Syamsuddin, F.: Coherent intraseasonal oceanic
variations in the eastern equatorial Indian Ocean and in the Lombok and
Ombai Straits from observations and a high-resolution OGCM, J. Geophys. Res.-Ocean., 119, 615–630, <ext-link xlink:href="https://doi.org/10.1002/2013JC009592" ext-link-type="DOI">10.1002/2013JC009592</ext-link>, 2014.</mixed-citation></ref>
      <ref id="bib1.bib29"><label>29</label><?label 1?><mixed-citation>Jyoti, J., Swapna, P., Krishnan, R., and Naidu, C. V.: Pacific modulation of
accelerated south Indian Ocean sea level rise during the early 21st Century,
Clim. Dynam., 53, 4413–4432,
<ext-link xlink:href="https://doi.org/10.1007/s00382-019-04795-0" ext-link-type="DOI">10.1007/s00382-019-04795-0</ext-link>, 2019.</mixed-citation></ref>
      <ref id="bib1.bib30"><label>30</label><?label 1?><mixed-citation>
Kantha, L. H. and Clayson, C. A.: Numerical Models of Oceans and Oceanic
Processes, International Geophysics Series, 66, Academic Press, London,
2000.</mixed-citation></ref>
      <ref id="bib1.bib31"><label>31</label><?label 1?><mixed-citation>Knox, R. A.: On a long series of measurements of Indian Ocean equatorial
currents near Addu Atoll, Deep-Sea Res., 23, 211–221,
<ext-link xlink:href="https://doi.org/10.1016/0011-7471(76)91325-5" ext-link-type="DOI">10.1016/0011-7471(76)91325-5</ext-link>, 1976.</mixed-citation></ref>
      <ref id="bib1.bib32"><label>32</label><?label 1?><mixed-citation>Krishnamurthy, L. and Krishnamurthy, V.: Decadal and interannual
variability of the Indian Ocean SST, Clim. Dynam., 46, 57–70,
<ext-link xlink:href="https://doi.org/10.1007/s00382-015-2568-3" ext-link-type="DOI">10.1007/s00382-015-2568-3</ext-link>, 2016.</mixed-citation></ref>
      <ref id="bib1.bib33"><label>33</label><?label 1?><mixed-citation>Liu, Q, Feng, M., Wang, D., and Wijffels, S.: Interannual variability of the
Indonesian Throughflow transport: a revisit based on 30-year expendable
bathythermograph data, J. Geophys. Res., 120, 8270–8282,
<ext-link xlink:href="https://doi.org/10.1002/2015JC011351" ext-link-type="DOI">10.1002/2015JC011351</ext-link>, 2015.</mixed-citation></ref>
      <ref id="bib1.bib34"><label>34</label><?label 1?><mixed-citation>
Mann, M. E. and Lees, J. M.: Robust estimation of background noise and
signal detection in climatic time series, Clim. Change, 33, 409–445, 1996.</mixed-citation></ref>
      <ref id="bib1.bib35"><label>35</label><?label 1?><mixed-citation>
McPhaden, M. J.: Variability in the central equatorial Indian Ocean, Part I:
Ocean dynamics, J. Mar. Res., 40, 157–176, 1982.</mixed-citation></ref>
      <ref id="bib1.bib36"><label>36</label><?label 1?><mixed-citation>McPhaden, M. J., Wang, Y., and Ravichandran, M.: Volume transports of the
Wyrtki Jets and their relationship to the Indian Ocean dipole, J. Geophys.
Res., 120, 5302–5317, <ext-link xlink:href="https://doi.org/10.1002/2015JC010901" ext-link-type="DOI">10.1002/2015JC010901</ext-link>, 2015.</mixed-citation></ref>
      <ref id="bib1.bib37"><label>37</label><?label 1?><mixed-citation>Meng, X., Wu, D., Hu, R., and Lan, J.: The interdecadal variation of
Indonesian throughflow and its mechanism, Chinese Sci Bull., 49,
2058–2067, <ext-link xlink:href="https://doi.org/10.1360/03wd0540" ext-link-type="DOI">10.1360/03wd0540</ext-link>, 2004.</mixed-citation></ref>
      <ref id="bib1.bib38"><label>38</label><?label 1?><mixed-citation>Metzger, E. J., Hurlburt, H. E, Xu, X., Shriver, J. F., Gordon, A. L.,
Sprintall, J., Susanto, R. D., and van Aken, H. M.: Simulated and observed
circulation in the Indonesian Seas <inline-formula><mml:math id="M549" display="inline"><mml:mrow><mml:mn mathvariant="normal">1</mml:mn><mml:mo>/</mml:mo><mml:mn mathvariant="normal">12</mml:mn></mml:mrow></mml:math></inline-formula><inline-formula><mml:math id="M550" display="inline"><mml:msup><mml:mi/><mml:mo>∘</mml:mo></mml:msup></mml:math></inline-formula> global HYCOM and the INSTANT
Observation, Dynam. Atmos. Ocean., 50, 275–300,
<ext-link xlink:href="https://doi.org/10.1016/j.dynatmoce.2010.04.002" ext-link-type="DOI">10.1016/j.dynatmoce.2010.04.002</ext-link>, 2010.</mixed-citation></ref>
      <ref id="bib1.bib39"><label>39</label><?label 1?><mixed-citation>Meyers, G.: Variation of Indonesian throughflow and the El Niño Southern
Oscillation, J. Geophys. Res., 101, 12,255–12,263. <ext-link xlink:href="https://doi.org/10.1029/95JC03729" ext-link-type="DOI">10.1029/95JC03729</ext-link>,
1996.</mixed-citation></ref>
      <ref id="bib1.bib40"><label>40</label><?label 1?><mixed-citation>
Murray, S. P., and Arief, D.: Throughflow into the Indian Ocean through the
Lombok Strait, January 1985–January 1986, Nat., 333, 444–447, 1988.</mixed-citation></ref>
      <ref id="bib1.bib41"><label>41</label><?label 1?><mixed-citation>
Potemra, J. T.: Seasonal variations of upper ocean transport from the
Pacific to the Indian Ocean via Indonesian straits, J. Phys. Oceanogr.,
29, 2930–2944, 1999.</mixed-citation></ref>
      <ref id="bib1.bib42"><label>42</label><?label 1?><mixed-citation>Pujiana, K., Gordon, A. L., and Sprintall, J.: Intraseasonal Kelvin wave in
Makassar Strait, J. Geophys. Res., 40, 2023–2034, <ext-link xlink:href="https://doi.org/10.1002/jgrc.20069" ext-link-type="DOI">10.1002/jgrc.20069</ext-link>,
2013.</mixed-citation></ref>
      <ref id="bib1.bib43"><label>43</label><?label 1?><mixed-citation>Pujiana, K., McPhaden, M. J., Gordon, A. L., and Napitu, A.: Unprecedented
response of Indonesian Throughflow to anomalous Indo-Pacific climatic
forcing in 2016, J. Geophys. Res.-Ocean., 124, 3737–3754,
<ext-link xlink:href="https://doi.org/10.1029/2018JC014574" ext-link-type="DOI">10.1029/2018JC014574</ext-link>, 2019.</mixed-citation></ref>
      <ref id="bib1.bib44"><label>44</label><?label 1?><mixed-citation>Qiu, Y., Li, L., and Yu, W.: Behavior of the Wyrtki Jet observed with
surface drifting buoys and satellite altimeter, Geophys. Res. Lett., 36,
120–131, <ext-link xlink:href="https://doi.org/10.1029/2009GL039120" ext-link-type="DOI">10.1029/2009GL039120</ext-link>, 2009.</mixed-citation></ref>
      <ref id="bib1.bib45"><label>45</label><?label 1?><mixed-citation>Qu, T. and Meyers, G.: Seasonal characteristics of circulation in the
southeastern tropical Indian Ocean, J. Phys. Oceanogr., 35, 255–267,
<ext-link xlink:href="https://doi.org/10.1175/JPO-2682.1" ext-link-type="DOI">10.1175/JPO-2682.1</ext-link>, 2005.</mixed-citation></ref>
      <ref id="bib1.bib46"><label>46</label><?label 1?><mixed-citation>Quadfasel, D. and Cresswell, G. R.: A note on seasonal variability of the
South Java Current, J. Geophys. Res., 97, 3685–3688,
<ext-link xlink:href="https://doi.org/10.1029/91JC03056" ext-link-type="DOI">10.1029/91JC03056</ext-link>, 1992.</mixed-citation></ref>
      <ref id="bib1.bib47"><label>47</label><?label 1?><mixed-citation>Saji N. H., Goswani, B. N., Vinayachandran, P. N., and Yamagata, T.: A
dipole mode in the tropical Indian Ocean, Nature, 401, 360–363,
<ext-link xlink:href="https://doi.org/10.1038/43854" ext-link-type="DOI">10.1038/43854</ext-link>, 1999.</mixed-citation></ref>
      <ref id="bib1.bib48"><label>48</label><?label 1?><mixed-citation>Saji, N. H. and Yamagata, T.: Possible impacts of Indian Ocean dipole mode
events on global climate, Clim. Res., 25, 151–169,
<ext-link xlink:href="https://doi.org/10.3354/cr025151" ext-link-type="DOI">10.3354/cr025151</ext-link>, 2003.</mixed-citation></ref>
      <ref id="bib1.bib49"><label>49</label><?label 1?><mixed-citation>Semtner, A. J. and Chervin, R. M.: Ocean general circulation from a global
eddy-resolving model, J. Geophys. Res., 97, 5493–5550,
<ext-link xlink:href="https://doi.org/10.1029/92JC00095" ext-link-type="DOI">10.1029/92JC00095</ext-link>, 1992.</mixed-citation></ref>
      <ref id="bib1.bib50"><label>50</label><?label 1?><mixed-citation>Shen, B.-W., Cheung, S., Wu, Y.-L., Li, J.-L. F., and Kao, D.: Parallel
implementation of the ensemble empirical mode decomposition and its
application for earth science data analysis, Comput. Sci. Eng., 19,
49–57, <ext-link xlink:href="https://doi.org/10.1109/MCSE.2017.3421555" ext-link-type="DOI">10.1109/MCSE.2017.3421555</ext-link>, 2017.</mixed-citation></ref>
      <?pagebreak page1140?><ref id="bib1.bib51"><label>51</label><?label 1?><mixed-citation>Shinoda, T., Han, W., Metzger, E. J., and Hurlburt, H.: Seasonal variation
of the Indonesian through flow in Makassar Strait, J. Phys. Oceanogr., 42,
1099–1123, <ext-link xlink:href="https://doi.org/10.1175/JPO-D-11-0120.1" ext-link-type="DOI">10.1175/JPO-D-11-0120.1</ext-link>, 2012.</mixed-citation></ref>
      <ref id="bib1.bib52"><label>52</label><?label 1?><mixed-citation>
Song, Q., Gordon, A. L., and Visbeck, M.: Spreading of the Indonesian
throughflow in the Indian Ocean, J. Phys. Oceanogr., 34, 772–792, 2004.</mixed-citation></ref>
      <ref id="bib1.bib53"><label>53</label><?label 1?><mixed-citation>Sprintall, J. and Révelard, J.: The Indonesian throughflow response to
Indo-Pacific climate variability, J. Geophys. Res.-Ocean., 119, 1161–1175,
<ext-link xlink:href="https://doi.org/10.1002/2013JC009533" ext-link-type="DOI">10.1002/2013JC009533</ext-link>, 2014.</mixed-citation></ref>
      <ref id="bib1.bib54"><label>54</label><?label 1?><mixed-citation>Sprintall, J., Chong, J., Syamsudin, F., Morawitz, W., Hautala, S., Bray,
N., and Wijffels, S.: Dynamics of the South Java Current in the
Indo-Australian basin, Geophys. Res. Lett., 26, 2493–2496,
<ext-link xlink:href="https://doi.org/10.1029/1999GL002320" ext-link-type="DOI">10.1029/1999GL002320</ext-link>, 1999.</mixed-citation></ref>
      <ref id="bib1.bib55"><label>55</label><?label 1?><mixed-citation>Sprintall, J., Gordon, A. L., Murtugudde, R., and Susanto, R. D.: A
semi-annual Indian Ocean forced Kelvin waves observed in the Indonesian
Seas, May 1997, J. Geophys. Res., 105, 17217–17230,
<ext-link xlink:href="https://doi.org/10.1029/2000JC900065" ext-link-type="DOI">10.1029/2000JC900065</ext-link>, 2000.</mixed-citation></ref>
      <ref id="bib1.bib56"><label>56</label><?label 1?><mixed-citation>Sprintall, J., Wijffels, S. E., Molcard, R., and Jaya, I.: Direct estimates of
the Indonesian throughflow entering the Indian Ocean: 2004–2006, J.
Geophys. Res., 114, C07001, <ext-link xlink:href="https://doi.org/10.1029/2008JC005257" ext-link-type="DOI">10.1029/2008JC005257</ext-link>, 2009.</mixed-citation></ref>
      <ref id="bib1.bib57"><label>57</label><?label 1?><mixed-citation>Sprintall, J., Wijffels, S. E., Molcard, R., and Jaya, I.: Direct evidence of
the south Java current in Ombai Strait, Dynam. Atmos. Ocean., 50, 140–156,
<ext-link xlink:href="https://doi.org/10.1016/j.dynatmoce.2010.02.006" ext-link-type="DOI">10.1016/j.dynatmoce.2010.02.006</ext-link>, 2010.</mixed-citation></ref>
      <ref id="bib1.bib58"><label>58</label><?label 1?><mixed-citation>Susanto, R. D. and Gordon, A. L.: Velocity and transport of the Makassar
Strait throughflow, J. Geophys. Res., 110, C01005,
<ext-link xlink:href="https://doi.org/10.1029/2004JC002425" ext-link-type="DOI">10.1029/2004JC002425</ext-link>, 2005.</mixed-citation></ref>
      <ref id="bib1.bib59"><label>59</label><?label 1?><mixed-citation>Susanto, R. D. and Song, Y. T.: Indonesian throughflow proxy from satellite
altimeters and gravimeters, J. Geophys. Res.-Ocean., 120, 2844–2855,
<ext-link xlink:href="https://doi.org/10.1002/2014JC010382" ext-link-type="DOI">10.1002/2014JC010382</ext-link>, 2015.</mixed-citation></ref>
      <ref id="bib1.bib60"><label>60</label><?label 1?><mixed-citation>Susanto, R. D., Gordon, A. L., Sprintall, J., and Herunadi, B.:
Intraseasonal variability and tides in Makassar Strait, Geophys. Res. Lett.,
27, 1499–1502, <ext-link xlink:href="https://doi.org/10.1029/2000GL011414" ext-link-type="DOI">10.1029/2000GL011414</ext-link>, 2000.</mixed-citation></ref>
      <ref id="bib1.bib61"><label>61</label><?label 1?><mixed-citation>Susanto, R. D., Gordon, A. L., and Zheng, Q.: Upwelling along the coasts of
Java and Sumatra and its relation to ENSO, Geophys. Res. Lett., 28,
1599–1602, <ext-link xlink:href="https://doi.org/10.1029/2000GL011844" ext-link-type="DOI">10.1029/2000GL011844</ext-link>, 2001.</mixed-citation></ref>
      <ref id="bib1.bib62"><label>62</label><?label 1?><mixed-citation>Susanto, R. D., Ffield, A., Gordon, A. L., and Adi, T. R.: Variability of
Indonesian throughflow within Makassar Strait, 2004–2009, J. Geophys.
Res., 117, C09013, <ext-link xlink:href="https://doi.org/10.1029/2012JC008096" ext-link-type="DOI">10.1029/2012JC008096</ext-link>, 2012.
</mixed-citation></ref><?xmltex \hack{\newpage}?>
      <ref id="bib1.bib63"><label>63</label><?label 1?><mixed-citation>Susanto, R. D., Wei, Z., Adi, T. R., Zheng, Q., Fang, G., Bin, F., Supangat,
A., Agustiadi, T., Li, S., Trenggono, M., and Setiawan, A.: Oceanography
surrounding Krakatau Volcano in the Sunda Strait, Indonesia, Oceanography,
29, 228–237, <ext-link xlink:href="https://doi.org/10.5670/oceanog.2016.31" ext-link-type="DOI">10.5670/oceanog.2016.31</ext-link>, 2016.</mixed-citation></ref>
      <ref id="bib1.bib64"><label>64</label><?label 1?><mixed-citation>Syamsudin, F. and Kaneko, A.: Ocean variability along the southern coast of
Java and Lesser Sunda Islands, J. Oceanogr., 69, 557–570,
<ext-link xlink:href="https://doi.org/10.1007/s10872-013-0192-6" ext-link-type="DOI">10.1007/s10872-013-0192-6</ext-link>, 2013.</mixed-citation></ref>
      <ref id="bib1.bib65"><label>65</label><?label 1?><mixed-citation>Syamsudin, F., Kaneko, A., and Haidvogel, D. B.: Numerical and observational
estimates of Indian Ocean Kelvin wave intrusion into Lombok Strait, Geophys.
Res. Lett., 31, L24307, <ext-link xlink:href="https://doi.org/10.1029/2004GL021227" ext-link-type="DOI">10.1029/2004GL021227</ext-link>, 2004.</mixed-citation></ref>
      <ref id="bib1.bib66"><label>66</label><?label 1?><mixed-citation>
Tomczak, M. and Godfrey, J. S.: Regional Oceanography: An Introduction,
Pergamon Press, Oxford, 1994.</mixed-citation></ref>
      <ref id="bib1.bib67"><label>67</label><?label 1?><mixed-citation>
Wijffels, S. and Meyers, G.: An intersection of oceanic waveguides:
variability in the Indonesian throughflow region, J. Phys. Oceanogr., 34,
1232–1253, 2004.</mixed-citation></ref>
      <ref id="bib1.bib68"><label>68</label><?label 1?><mixed-citation>Wijffels, S., Sprintall, J., Fieux, M., and Bray, N.: The JADE and WOCE
I10/IR6 throughflow sections in the southeast Indian Ocean, Part 1: water
mass distribution and variability, Deep-Sea Res. Pt. II, 49, 1341–1362,
<ext-link xlink:href="https://doi.org/10.1016/S0967-0645(01)00155-2" ext-link-type="DOI">10.1016/S0967-0645(01)00155-2</ext-link>, 2002.</mixed-citation></ref>
      <ref id="bib1.bib69"><label>69</label><?label 1?><mixed-citation>Wu, Z. and Huang, N. E.: Ensemble empirical mode decomposition: a
noise-assisted data analysis method, Adv. Adapt. Data Anal., 1, 1–41, <ext-link xlink:href="https://doi.org/10.1142/S1793536909000047" ext-link-type="DOI">10.1142/S1793536909000047</ext-link>, 2009.</mixed-citation></ref>
      <ref id="bib1.bib70"><label>70</label><?label 1?><mixed-citation>
Wyrtki, K.: An equatorial jet in the Indian Ocean, Sciences, 181, 262–264,
1973.</mixed-citation></ref>
      <ref id="bib1.bib71"><label>71</label><?label 1?><mixed-citation>
Wyrtki, K.: Indonesian throughflow and the associated pressure gradient, J.
Geophys. Res., 92, 12941–12946, 1987.</mixed-citation></ref>
      <ref id="bib1.bib72"><label>72</label><?label 1?><mixed-citation>Yamagami, Y. and Tozuka, T.: Interannual variability of South Equatorial
Current bifurcation and western boundary currents along the Madagascar
coast, J. Geophys. Res.-Ocean., 120, 8551–8570, <ext-link xlink:href="https://doi.org/10.1002/2015JC011069" ext-link-type="DOI">10.1002/2015JC011069</ext-link>,
2015.</mixed-citation></ref>
      <ref id="bib1.bib73"><label>73</label><?label 1?><mixed-citation>Yuan, Y., Chan, C. L. J., Wen, Z., and Chongyin, L.: Decadal and interannual
variability of the Indian Ocean dipole, Adv. Atmos. Sci., 25, 856–866,
<ext-link xlink:href="https://doi.org/10.1007/s00376-008-0856-0" ext-link-type="DOI">10.1007/s00376-008-0856-0</ext-link>, 2008.</mixed-citation></ref>
      <ref id="bib1.bib74"><label>74</label><?label 1?><mixed-citation>Zhang, N., Feng, M., Du, Y., Lan, J., and Wijffels, S. E.: Seasonal and
interannual variations of mixed layer salinity in the southeast tropical
Indian Ocean, J. Geophys. Res.-Ocean. 121, 4716–4731,
<ext-link xlink:href="https://doi.org/10.1002/2016JC011854" ext-link-type="DOI">10.1002/2016JC011854</ext-link>, 2016.</mixed-citation></ref>

  </ref-list></back>
    <!--<article-title-html>Simulated zonal current characteristics in the southeastern tropical Indian Ocean (SETIO)</article-title-html>
<abstract-html><p>Detailed ocean currents in the southeastern tropical
Indian Ocean adjacent to southern Sumatran and Javan coasts have not been fully
explained because of limited observations. In this study, zonal current
characteristics in the region have been studied using simulation results of
a 1∕8° global hybrid coordinate ocean model from 1950 to 2013. The
simulated zonal currents across three meridional sections were then
investigated using an empirical orthogonal function (EOF), where the first
three modes account for 75&thinsp;%–98&thinsp;% of the total variance. The first temporal
mode of EOF is then investigated using ensemble empirical mode decomposition
(EEMD) to distinguish the signals.</p><p>This study has revealed distinctive features of currents in the South Java
Current (SJC) region, the Indonesian Throughflow (ITF)–South Equatorial
Current (SEC) region, and the transition zone between these regions. The
vertical structures of zonal currents in southern Java and offshore Sumatra are
characterized by a one-layer flow. Conversely, a two-layer flow is observed
in the nearshore and transition regions of Sumatra. Current variation in the
SJC region has peak energies that are sequentially dominated by
semiannual, intraseasonal, and annual timescales. Meanwhile, the transition
zone is characterized by semiannual and intraseasonal periods with
pronounced interannual variations. In contrast, interannual variability
associated with El
Niño–Southern Oscillation (ENSO) and the Indian Ocean Dipole (IOD) modulates the prominent intraseasonal
variability of current in the ITF–SEC region. ENSO has the strongest
influence at the outflow ITF, while the IOD's strongest influence is in southwestern
Sumatra, with the ENSO (IOD) leading the current by 4 months (1 month).
Moreover, the contributions (largest to smallest) of each EEMD mode at the
nearshore of Java and offshore Sumatra are intraseasonal, semiannual,
annual, interannual, and long-term fluctuations. The contribution of
long-term variation (19.2&thinsp;%) in the far offshore eastern Indian Ocean is
larger than the interannual (16.3&thinsp;%) and annual (14.7&thinsp;%) variations.
Future studies should be conducted to investigate this long-term variation.</p></abstract-html>
<ref-html id="bib1.bib1"><label>1</label><mixed-citation>
Bray, N. A., Wijffels, S. E., Chong, J. C., Fieux, M., Hautala, S., Meyers,
G., and Morawitz, W. M. L.: Characteristics of the Indo-Pacific throughflow
in the Eastern Indian Ocean, Geophys. Res. Lett., 24, 2569–2572, 1997.
</mixed-citation></ref-html>
<ref-html id="bib1.bib2"><label>2</label><mixed-citation>
Chelton, D. B., de Szoeke, R. A., Schlax, M.G., El Naggar, K., and
Siwertz, N.: Geographical variability of the first-baroclinic Rossby radius
of deformation, J. Phys. Oceanogr., 28, 433–460, 1998.
</mixed-citation></ref-html>
<ref-html id="bib1.bib3"><label>3</label><mixed-citation>
Clark, C. O., Webster, P. J., and Cole, J. E.: Interdecadal variability of
the relationship between the Indian Ocean zonal mode and East African
coastal rainfall anomalies, J. Clim., 16, 548–554, 2003.
</mixed-citation></ref-html>
<ref-html id="bib1.bib4"><label>4</label><mixed-citation>
Codiga, D. L., Renourad, D. P., and Fincham, A.: Experiments on waves
trapped over the continental slope and shelf in a continuously stratified
rotating ocean, J. Mar. Res., 57, 585–612, <a href="https://doi.org/10.1357/002224099321549602" target="_blank">https://doi.org/10.1357/002224099321549602</a>,
1999.
</mixed-citation></ref-html>
<ref-html id="bib1.bib5"><label>5</label><mixed-citation>
Ding, X., Bassinot, F., Guichard, F., and Fang, N. Q.: Indonesian
throughflow and monsoon activity records in the Timor Sea since the last
glacial maximum, Mar. Micropaleontol., 101, 115–126,  <a href="https://doi.org/10.1016/j.marmicro.2013.02.003" target="_blank">https://doi.org/10.1016/j.marmicro.2013.02.003</a>, 2013.
</mixed-citation></ref-html>
<ref-html id="bib1.bib6"><label>6</label><mixed-citation>
Drushka, K., Sprintall, J., Gille, S., and Brodjonegoro, I.: Vertical
structure of Kelvin waves in the Indonesian throughflow exit passages, J.
Phys. Oceanogr., 40, 1965–1987, <a href="https://doi.org/10.1175/2010JPO4380.1" target="_blank">https://doi.org/10.1175/2010JPO4380.1</a>, 2010.
</mixed-citation></ref-html>
<ref-html id="bib1.bib7"><label>7</label><mixed-citation>
Duan, Y., Liu, L., Han, G., Liu, H., Yu, W., Yang, G., Wang, H., Wang, H.,
Liu, Y., Zahid, and Waheed, H.: Anomalous behaviors of Wyrtki Jets in the
equatorial Indian Ocean during 2013, Sci. Rep., 6, 1–7, <a href="https://doi.org/10.1038/srep29688" target="_blank">https://doi.org/10.1038/srep29688</a>, 2016.
</mixed-citation></ref-html>
<ref-html id="bib1.bib8"><label>8</label><mixed-citation>
Emery, W. J. and Thomson, R. E.: Data Analysis Methods in Physical
Oceanography, Elsevier, New York, 2001.
</mixed-citation></ref-html>
<ref-html id="bib1.bib9"><label>9</label><mixed-citation>
Fang, G., Wang, Y., Wei, Z., Fang, Y., Qiao, F., and Hu, X.: Interocean
circulation and heat and freshwater budgets of the South China Sea based on
numerical model, Dynam. Atmos. Ocean, 47, 55–72, <a href="https://doi.org/10.1016/j.dynatmoce.2008.09.003" target="_blank">https://doi.org/10.1016/j.dynatmoce.2008.09.003</a>, 2009.
</mixed-citation></ref-html>
<ref-html id="bib1.bib10"><label>10</label><mixed-citation>
Feng, M. and Wijffels, S.: Intraseasonal variability in the South
Equatorial Current of the East Indian Ocean, J. Phys. Oceanogr., 32,
265–277,  2002.
</mixed-citation></ref-html>
<ref-html id="bib1.bib11"><label>11</label><mixed-citation>
Feng, M., Zhang, N., Liu, Q., and Wijffels, S.: The Indonesian throughflow,
its variability and centennial change, Geosci. Lett., 5, 1–10,
<a href="https://doi.org/10.1186/s40562-018-0102-2" target="_blank">https://doi.org/10.1186/s40562-018-0102-2</a>, 2018.
</mixed-citation></ref-html>
<ref-html id="bib1.bib12"><label>12</label><mixed-citation>
Ffield, A., Vranes, K., Gordon, A. L., Susanto, R. D., and Garzoli, S. L.:
Temperature variability within Makassar Strait, Geophys. Res. Lett., 27,
237–240,  2000.
</mixed-citation></ref-html>
<ref-html id="bib1.bib13"><label>13</label><mixed-citation>
Fieux, M., Andrie, C., Delecluse, P., Ilahude, A. G., Kartavtseff, A.,
Mantisi, F., Molcard, R., and Swallow, J. C.: Measurements within the
Pacific-Indian Ocean throughflow region, Deep-Sea Res., 41, 1091–1130,
<a href="https://doi.org/10.1016/0967-0637(94)90020-5" target="_blank">https://doi.org/10.1016/0967-0637(94)90020-5</a>, 1994.
</mixed-citation></ref-html>
<ref-html id="bib1.bib14"><label>14</label><mixed-citation>
Fieux, M., Molcard, R., and Ilahude, A. G.: Geostrophic transport of the
Pacific-Indian Oceans throughflow, J. Geophys. Res., 101,
12421–12432, <a href="https://doi.org/10.1029/95JC03566" target="_blank">https://doi.org/10.1029/95JC03566</a>, 1996.
</mixed-citation></ref-html>
<ref-html id="bib1.bib15"><label>15</label><mixed-citation>
Gordon, A. L.: Interocean exchange of thermocline water, J. Geophys. Res.,
91, 5037–5046, <a href="https://doi.org/10.1029/JC091iC04p05037" target="_blank">https://doi.org/10.1029/JC091iC04p05037</a>, 1986.
</mixed-citation></ref-html>
<ref-html id="bib1.bib16"><label>16</label><mixed-citation>
Gordon, A. L. and Susanto, R. D.: Makassar Strait transport: initial
estimate based on Arlindo result, Mar. Technol. Soc. J., 32, 34–45, 1999.
</mixed-citation></ref-html>
<ref-html id="bib1.bib17"><label>17</label><mixed-citation>
Gordon, A. L., Susanto, R. D., Ffield, A., Huber, B. A., Pranowo, W., and
Wirasantosa, S.: Makassar Strait throughflow, 2004 to 2006, Geophys. Res.
Lett., 35, L24605, <a href="https://doi.org/10.1029/2008GL036372" target="_blank">https://doi.org/10.1029/2008GL036372</a>, 2008.
</mixed-citation></ref-html>
<ref-html id="bib1.bib18"><label>18</label><mixed-citation>
Hallock, Z. R., Teague, W. J., and Jarosz, E.: Subinertial slope trapped
waves in the northeastern Gulf of Mexico, J. Phys. Oceanogr., 39,
1474–1485, <a href="https://doi.org/10.1175/2009JPO3925.1" target="_blank">https://doi.org/10.1175/2009JPO3925.1</a>, 2009.
</mixed-citation></ref-html>
<ref-html id="bib1.bib19"><label>19</label><mixed-citation>
Han, W., McCreary Jr., J. P., Anderson, D. L. T., and Mariano A. J.: Dynamics
of the eastern surface jets in the equatorial Indian Ocean, J. Phys.
Oceanogr., 29, 2191–2209, 1999.
</mixed-citation></ref-html>
<ref-html id="bib1.bib20"><label>20</label><mixed-citation>
Hannachi, A.: A Primer for EOF Analysis of Climate Data, Department of
Meteorology, University of Reading, UK, 2004.
</mixed-citation></ref-html>
<ref-html id="bib1.bib21"><label>21</label><mixed-citation>
Hanifah, F. and Ningsih, N. S.: The characteristic of eddies in the Banda
Sea, Adv. Appl. Fluid Mech., 19, 889–902,
<a href="https://doi.org/10.17654/FM019040889" target="_blank">https://doi.org/10.17654/FM019040889</a>, 2016.
</mixed-citation></ref-html>
<ref-html id="bib1.bib22"><label>22</label><mixed-citation>
Hu, S. and Sprintall, J.: Interannual variability of the Indonesian
Throughflow: The salinity effect, J. Geophys. Res.-Ocean., 121, 2596–2615,
<a href="https://doi.org/10.1002/2015JC011495" target="_blank">https://doi.org/10.1002/2015JC011495</a>, 2016.
</mixed-citation></ref-html>
<ref-html id="bib1.bib23"><label>23</label><mixed-citation>
Hu, S. and Sprintall, J.: Observed strengthening of interbasin exchange via
the Indonesian seas due to rainfall intensification, Geophys. Res. Lett.,
44, 1448–1456, <a href="https://doi.org/10.1002/2016GL072494" target="_blank">https://doi.org/10.1002/2016GL072494</a>, 2017.
</mixed-citation></ref-html>
<ref-html id="bib1.bib24"><label>24</label><mixed-citation>
Huang, N. E., Shen, Z., Long, S. R., Wu, M. C., Shih, H. H., Zheng, Q., Yen,
N-C., Tung, C. C., and Liu, H. H.: The empirical mode decomposition and the
Hilbert spectrum for nonlinear and non-stationary time series analysis, Roy.
Soc., 454, 903–905, <a href="https://doi.org/10.1098/rspa.1998.0193" target="_blank">https://doi.org/10.1098/rspa.1998.0193</a>, 1998.
</mixed-citation></ref-html>
<ref-html id="bib1.bib25"><label>25</label><mixed-citation>
Iskandar, I., Mardiansyah, W., Masumoto, Y., and Yamagata, T.: Intraseasonal
Kelvin waves along the southern coast of Sumatra and Java, J. Geophys. Res.,
110, C04013, <a href="https://doi.org/10.1029/2004JC002508" target="_blank">https://doi.org/10.1029/2004JC002508</a>, 2005.
</mixed-citation></ref-html>
<ref-html id="bib1.bib26"><label>26</label><mixed-citation>
Iskandar, I., Tozuka, T., Sasaki, H., Masumoto, Y., and Yamagata, T.:
Intraseasonal variations of surface and subsurface currents off Java as
simulated in a high-resolution ocean general circulation model, J. Geophys.
Res., 111, C12015, <a href="https://doi.org/10.1029/2006JC003486" target="_blank">https://doi.org/10.1029/2006JC003486</a>, 2006.
</mixed-citation></ref-html>
<ref-html id="bib1.bib27"><label>27</label><mixed-citation>
Iskandar, I., Masumoto, Y., and Mizuno, K.: Subsurface equatorial zonal
current in the eastern Indian Ocean, J. Geophys. Res., 114, C06005,
<a href="https://doi.org/10.1029/2008JC005188" target="_blank">https://doi.org/10.1029/2008JC005188</a>, 2009.
</mixed-citation></ref-html>
<ref-html id="bib1.bib28"><label>28</label><mixed-citation>
Iskandar, I., Masumoto, Y., Mizuno, K., Sasaki, H., Affandi, A. K.,
Setiabudidaya, D., and Syamsuddin, F.: Coherent intraseasonal oceanic
variations in the eastern equatorial Indian Ocean and in the Lombok and
Ombai Straits from observations and a high-resolution OGCM, J. Geophys. Res.-Ocean., 119, 615–630, <a href="https://doi.org/10.1002/2013JC009592" target="_blank">https://doi.org/10.1002/2013JC009592</a>, 2014.
</mixed-citation></ref-html>
<ref-html id="bib1.bib29"><label>29</label><mixed-citation>
Jyoti, J., Swapna, P., Krishnan, R., and Naidu, C. V.: Pacific modulation of
accelerated south Indian Ocean sea level rise during the early 21st Century,
Clim. Dynam., 53, 4413–4432,
<a href="https://doi.org/10.1007/s00382-019-04795-0" target="_blank">https://doi.org/10.1007/s00382-019-04795-0</a>, 2019.
</mixed-citation></ref-html>
<ref-html id="bib1.bib30"><label>30</label><mixed-citation>
Kantha, L. H. and Clayson, C. A.: Numerical Models of Oceans and Oceanic
Processes, International Geophysics Series, 66, Academic Press, London,
2000.
</mixed-citation></ref-html>
<ref-html id="bib1.bib31"><label>31</label><mixed-citation>
Knox, R. A.: On a long series of measurements of Indian Ocean equatorial
currents near Addu Atoll, Deep-Sea Res., 23, 211–221,
<a href="https://doi.org/10.1016/0011-7471(76)91325-5" target="_blank">https://doi.org/10.1016/0011-7471(76)91325-5</a>, 1976.
</mixed-citation></ref-html>
<ref-html id="bib1.bib32"><label>32</label><mixed-citation>
Krishnamurthy, L. and Krishnamurthy, V.: Decadal and interannual
variability of the Indian Ocean SST, Clim. Dynam., 46, 57–70,
<a href="https://doi.org/10.1007/s00382-015-2568-3" target="_blank">https://doi.org/10.1007/s00382-015-2568-3</a>, 2016.
</mixed-citation></ref-html>
<ref-html id="bib1.bib33"><label>33</label><mixed-citation>
Liu, Q, Feng, M., Wang, D., and Wijffels, S.: Interannual variability of the
Indonesian Throughflow transport: a revisit based on 30-year expendable
bathythermograph data, J. Geophys. Res., 120, 8270–8282,
<a href="https://doi.org/10.1002/2015JC011351" target="_blank">https://doi.org/10.1002/2015JC011351</a>, 2015.
</mixed-citation></ref-html>
<ref-html id="bib1.bib34"><label>34</label><mixed-citation>
Mann, M. E. and Lees, J. M.: Robust estimation of background noise and
signal detection in climatic time series, Clim. Change, 33, 409–445, 1996.
</mixed-citation></ref-html>
<ref-html id="bib1.bib35"><label>35</label><mixed-citation>
McPhaden, M. J.: Variability in the central equatorial Indian Ocean, Part I:
Ocean dynamics, J. Mar. Res., 40, 157–176, 1982.
</mixed-citation></ref-html>
<ref-html id="bib1.bib36"><label>36</label><mixed-citation>
McPhaden, M. J., Wang, Y., and Ravichandran, M.: Volume transports of the
Wyrtki Jets and their relationship to the Indian Ocean dipole, J. Geophys.
Res., 120, 5302–5317, <a href="https://doi.org/10.1002/2015JC010901" target="_blank">https://doi.org/10.1002/2015JC010901</a>, 2015.
</mixed-citation></ref-html>
<ref-html id="bib1.bib37"><label>37</label><mixed-citation>
Meng, X., Wu, D., Hu, R., and Lan, J.: The interdecadal variation of
Indonesian throughflow and its mechanism, Chinese Sci Bull., 49,
2058–2067, <a href="https://doi.org/10.1360/03wd0540" target="_blank">https://doi.org/10.1360/03wd0540</a>, 2004.
</mixed-citation></ref-html>
<ref-html id="bib1.bib38"><label>38</label><mixed-citation>
Metzger, E. J., Hurlburt, H. E, Xu, X., Shriver, J. F., Gordon, A. L.,
Sprintall, J., Susanto, R. D., and van Aken, H. M.: Simulated and observed
circulation in the Indonesian Seas 1∕12° global HYCOM and the INSTANT
Observation, Dynam. Atmos. Ocean., 50, 275–300,
<a href="https://doi.org/10.1016/j.dynatmoce.2010.04.002" target="_blank">https://doi.org/10.1016/j.dynatmoce.2010.04.002</a>, 2010.
</mixed-citation></ref-html>
<ref-html id="bib1.bib39"><label>39</label><mixed-citation>
Meyers, G.: Variation of Indonesian throughflow and the El Niño Southern
Oscillation, J. Geophys. Res., 101, 12,255–12,263. <a href="https://doi.org/10.1029/95JC03729" target="_blank">https://doi.org/10.1029/95JC03729</a>,
1996.
</mixed-citation></ref-html>
<ref-html id="bib1.bib40"><label>40</label><mixed-citation>
Murray, S. P., and Arief, D.: Throughflow into the Indian Ocean through the
Lombok Strait, January 1985–January 1986, Nat., 333, 444–447, 1988.
</mixed-citation></ref-html>
<ref-html id="bib1.bib41"><label>41</label><mixed-citation>
Potemra, J. T.: Seasonal variations of upper ocean transport from the
Pacific to the Indian Ocean via Indonesian straits, J. Phys. Oceanogr.,
29, 2930–2944, 1999.
</mixed-citation></ref-html>
<ref-html id="bib1.bib42"><label>42</label><mixed-citation>
Pujiana, K., Gordon, A. L., and Sprintall, J.: Intraseasonal Kelvin wave in
Makassar Strait, J. Geophys. Res., 40, 2023–2034, <a href="https://doi.org/10.1002/jgrc.20069" target="_blank">https://doi.org/10.1002/jgrc.20069</a>,
2013.
</mixed-citation></ref-html>
<ref-html id="bib1.bib43"><label>43</label><mixed-citation>
Pujiana, K., McPhaden, M. J., Gordon, A. L., and Napitu, A.: Unprecedented
response of Indonesian Throughflow to anomalous Indo-Pacific climatic
forcing in 2016, J. Geophys. Res.-Ocean., 124, 3737–3754,
<a href="https://doi.org/10.1029/2018JC014574" target="_blank">https://doi.org/10.1029/2018JC014574</a>, 2019.
</mixed-citation></ref-html>
<ref-html id="bib1.bib44"><label>44</label><mixed-citation>
Qiu, Y., Li, L., and Yu, W.: Behavior of the Wyrtki Jet observed with
surface drifting buoys and satellite altimeter, Geophys. Res. Lett., 36,
120–131, <a href="https://doi.org/10.1029/2009GL039120" target="_blank">https://doi.org/10.1029/2009GL039120</a>, 2009.
</mixed-citation></ref-html>
<ref-html id="bib1.bib45"><label>45</label><mixed-citation>
Qu, T. and Meyers, G.: Seasonal characteristics of circulation in the
southeastern tropical Indian Ocean, J. Phys. Oceanogr., 35, 255–267,
<a href="https://doi.org/10.1175/JPO-2682.1" target="_blank">https://doi.org/10.1175/JPO-2682.1</a>, 2005.
</mixed-citation></ref-html>
<ref-html id="bib1.bib46"><label>46</label><mixed-citation>
Quadfasel, D. and Cresswell, G. R.: A note on seasonal variability of the
South Java Current, J. Geophys. Res., 97, 3685–3688,
<a href="https://doi.org/10.1029/91JC03056" target="_blank">https://doi.org/10.1029/91JC03056</a>, 1992.
</mixed-citation></ref-html>
<ref-html id="bib1.bib47"><label>47</label><mixed-citation>
Saji N. H., Goswani, B. N., Vinayachandran, P. N., and Yamagata, T.: A
dipole mode in the tropical Indian Ocean, Nature, 401, 360–363,
<a href="https://doi.org/10.1038/43854" target="_blank">https://doi.org/10.1038/43854</a>, 1999.
</mixed-citation></ref-html>
<ref-html id="bib1.bib48"><label>48</label><mixed-citation>
Saji, N. H. and Yamagata, T.: Possible impacts of Indian Ocean dipole mode
events on global climate, Clim. Res., 25, 151–169,
<a href="https://doi.org/10.3354/cr025151" target="_blank">https://doi.org/10.3354/cr025151</a>, 2003.
</mixed-citation></ref-html>
<ref-html id="bib1.bib49"><label>49</label><mixed-citation>
Semtner, A. J. and Chervin, R. M.: Ocean general circulation from a global
eddy-resolving model, J. Geophys. Res., 97, 5493–5550,
<a href="https://doi.org/10.1029/92JC00095" target="_blank">https://doi.org/10.1029/92JC00095</a>, 1992.
</mixed-citation></ref-html>
<ref-html id="bib1.bib50"><label>50</label><mixed-citation>
Shen, B.-W., Cheung, S., Wu, Y.-L., Li, J.-L. F., and Kao, D.: Parallel
implementation of the ensemble empirical mode decomposition and its
application for earth science data analysis, Comput. Sci. Eng., 19,
49–57, <a href="https://doi.org/10.1109/MCSE.2017.3421555" target="_blank">https://doi.org/10.1109/MCSE.2017.3421555</a>, 2017.
</mixed-citation></ref-html>
<ref-html id="bib1.bib51"><label>51</label><mixed-citation>
Shinoda, T., Han, W., Metzger, E. J., and Hurlburt, H.: Seasonal variation
of the Indonesian through flow in Makassar Strait, J. Phys. Oceanogr., 42,
1099–1123, <a href="https://doi.org/10.1175/JPO-D-11-0120.1" target="_blank">https://doi.org/10.1175/JPO-D-11-0120.1</a>, 2012.
</mixed-citation></ref-html>
<ref-html id="bib1.bib52"><label>52</label><mixed-citation>
Song, Q., Gordon, A. L., and Visbeck, M.: Spreading of the Indonesian
throughflow in the Indian Ocean, J. Phys. Oceanogr., 34, 772–792, 2004.
</mixed-citation></ref-html>
<ref-html id="bib1.bib53"><label>53</label><mixed-citation>
Sprintall, J. and Révelard, J.: The Indonesian throughflow response to
Indo-Pacific climate variability, J. Geophys. Res.-Ocean., 119, 1161–1175,
<a href="https://doi.org/10.1002/2013JC009533" target="_blank">https://doi.org/10.1002/2013JC009533</a>, 2014.
</mixed-citation></ref-html>
<ref-html id="bib1.bib54"><label>54</label><mixed-citation>
Sprintall, J., Chong, J., Syamsudin, F., Morawitz, W., Hautala, S., Bray,
N., and Wijffels, S.: Dynamics of the South Java Current in the
Indo-Australian basin, Geophys. Res. Lett., 26, 2493–2496,
<a href="https://doi.org/10.1029/1999GL002320" target="_blank">https://doi.org/10.1029/1999GL002320</a>, 1999.
</mixed-citation></ref-html>
<ref-html id="bib1.bib55"><label>55</label><mixed-citation>
Sprintall, J., Gordon, A. L., Murtugudde, R., and Susanto, R. D.: A
semi-annual Indian Ocean forced Kelvin waves observed in the Indonesian
Seas, May 1997, J. Geophys. Res., 105, 17217–17230,
<a href="https://doi.org/10.1029/2000JC900065" target="_blank">https://doi.org/10.1029/2000JC900065</a>, 2000.
</mixed-citation></ref-html>
<ref-html id="bib1.bib56"><label>56</label><mixed-citation>
Sprintall, J., Wijffels, S. E., Molcard, R., and Jaya, I.: Direct estimates of
the Indonesian throughflow entering the Indian Ocean: 2004–2006, J.
Geophys. Res., 114, C07001, <a href="https://doi.org/10.1029/2008JC005257" target="_blank">https://doi.org/10.1029/2008JC005257</a>, 2009.
</mixed-citation></ref-html>
<ref-html id="bib1.bib57"><label>57</label><mixed-citation>
Sprintall, J., Wijffels, S. E., Molcard, R., and Jaya, I.: Direct evidence of
the south Java current in Ombai Strait, Dynam. Atmos. Ocean., 50, 140–156,
<a href="https://doi.org/10.1016/j.dynatmoce.2010.02.006" target="_blank">https://doi.org/10.1016/j.dynatmoce.2010.02.006</a>, 2010.
</mixed-citation></ref-html>
<ref-html id="bib1.bib58"><label>58</label><mixed-citation>
Susanto, R. D. and Gordon, A. L.: Velocity and transport of the Makassar
Strait throughflow, J. Geophys. Res., 110, C01005,
<a href="https://doi.org/10.1029/2004JC002425" target="_blank">https://doi.org/10.1029/2004JC002425</a>, 2005.
</mixed-citation></ref-html>
<ref-html id="bib1.bib59"><label>59</label><mixed-citation>
Susanto, R. D. and Song, Y. T.: Indonesian throughflow proxy from satellite
altimeters and gravimeters, J. Geophys. Res.-Ocean., 120, 2844–2855,
<a href="https://doi.org/10.1002/2014JC010382" target="_blank">https://doi.org/10.1002/2014JC010382</a>, 2015.
</mixed-citation></ref-html>
<ref-html id="bib1.bib60"><label>60</label><mixed-citation>
Susanto, R. D., Gordon, A. L., Sprintall, J., and Herunadi, B.:
Intraseasonal variability and tides in Makassar Strait, Geophys. Res. Lett.,
27, 1499–1502, <a href="https://doi.org/10.1029/2000GL011414" target="_blank">https://doi.org/10.1029/2000GL011414</a>, 2000.
</mixed-citation></ref-html>
<ref-html id="bib1.bib61"><label>61</label><mixed-citation>
Susanto, R. D., Gordon, A. L., and Zheng, Q.: Upwelling along the coasts of
Java and Sumatra and its relation to ENSO, Geophys. Res. Lett., 28,
1599–1602, <a href="https://doi.org/10.1029/2000GL011844" target="_blank">https://doi.org/10.1029/2000GL011844</a>, 2001.
</mixed-citation></ref-html>
<ref-html id="bib1.bib62"><label>62</label><mixed-citation>
Susanto, R. D., Ffield, A., Gordon, A. L., and Adi, T. R.: Variability of
Indonesian throughflow within Makassar Strait, 2004–2009, J. Geophys.
Res., 117, C09013, <a href="https://doi.org/10.1029/2012JC008096" target="_blank">https://doi.org/10.1029/2012JC008096</a>, 2012.

</mixed-citation></ref-html>
<ref-html id="bib1.bib63"><label>63</label><mixed-citation>
Susanto, R. D., Wei, Z., Adi, T. R., Zheng, Q., Fang, G., Bin, F., Supangat,
A., Agustiadi, T., Li, S., Trenggono, M., and Setiawan, A.: Oceanography
surrounding Krakatau Volcano in the Sunda Strait, Indonesia, Oceanography,
29, 228–237, <a href="https://doi.org/10.5670/oceanog.2016.31" target="_blank">https://doi.org/10.5670/oceanog.2016.31</a>, 2016.
</mixed-citation></ref-html>
<ref-html id="bib1.bib64"><label>64</label><mixed-citation>
Syamsudin, F. and Kaneko, A.: Ocean variability along the southern coast of
Java and Lesser Sunda Islands, J. Oceanogr., 69, 557–570,
<a href="https://doi.org/10.1007/s10872-013-0192-6" target="_blank">https://doi.org/10.1007/s10872-013-0192-6</a>, 2013.
</mixed-citation></ref-html>
<ref-html id="bib1.bib65"><label>65</label><mixed-citation>
Syamsudin, F., Kaneko, A., and Haidvogel, D. B.: Numerical and observational
estimates of Indian Ocean Kelvin wave intrusion into Lombok Strait, Geophys.
Res. Lett., 31, L24307, <a href="https://doi.org/10.1029/2004GL021227" target="_blank">https://doi.org/10.1029/2004GL021227</a>, 2004.
</mixed-citation></ref-html>
<ref-html id="bib1.bib66"><label>66</label><mixed-citation>
Tomczak, M. and Godfrey, J. S.: Regional Oceanography: An Introduction,
Pergamon Press, Oxford, 1994.
</mixed-citation></ref-html>
<ref-html id="bib1.bib67"><label>67</label><mixed-citation>
Wijffels, S. and Meyers, G.: An intersection of oceanic waveguides:
variability in the Indonesian throughflow region, J. Phys. Oceanogr., 34,
1232–1253, 2004.
</mixed-citation></ref-html>
<ref-html id="bib1.bib68"><label>68</label><mixed-citation>
Wijffels, S., Sprintall, J., Fieux, M., and Bray, N.: The JADE and WOCE
I10/IR6 throughflow sections in the southeast Indian Ocean, Part 1: water
mass distribution and variability, Deep-Sea Res. Pt. II, 49, 1341–1362,
<a href="https://doi.org/10.1016/S0967-0645(01)00155-2" target="_blank">https://doi.org/10.1016/S0967-0645(01)00155-2</a>, 2002.
</mixed-citation></ref-html>
<ref-html id="bib1.bib69"><label>69</label><mixed-citation>
Wu, Z. and Huang, N. E.: Ensemble empirical mode decomposition: a
noise-assisted data analysis method, Adv. Adapt. Data Anal., 1, 1–41, <a href="https://doi.org/10.1142/S1793536909000047" target="_blank">https://doi.org/10.1142/S1793536909000047</a>, 2009.
</mixed-citation></ref-html>
<ref-html id="bib1.bib70"><label>70</label><mixed-citation>
Wyrtki, K.: An equatorial jet in the Indian Ocean, Sciences, 181, 262–264,
1973.
</mixed-citation></ref-html>
<ref-html id="bib1.bib71"><label>71</label><mixed-citation>
Wyrtki, K.: Indonesian throughflow and the associated pressure gradient, J.
Geophys. Res., 92, 12941–12946, 1987.
</mixed-citation></ref-html>
<ref-html id="bib1.bib72"><label>72</label><mixed-citation>
Yamagami, Y. and Tozuka, T.: Interannual variability of South Equatorial
Current bifurcation and western boundary currents along the Madagascar
coast, J. Geophys. Res.-Ocean., 120, 8551–8570, <a href="https://doi.org/10.1002/2015JC011069" target="_blank">https://doi.org/10.1002/2015JC011069</a>,
2015.
</mixed-citation></ref-html>
<ref-html id="bib1.bib73"><label>73</label><mixed-citation>
Yuan, Y., Chan, C. L. J., Wen, Z., and Chongyin, L.: Decadal and interannual
variability of the Indian Ocean dipole, Adv. Atmos. Sci., 25, 856–866,
<a href="https://doi.org/10.1007/s00376-008-0856-0" target="_blank">https://doi.org/10.1007/s00376-008-0856-0</a>, 2008.
</mixed-citation></ref-html>
<ref-html id="bib1.bib74"><label>74</label><mixed-citation>
Zhang, N., Feng, M., Du, Y., Lan, J., and Wijffels, S. E.: Seasonal and
interannual variations of mixed layer salinity in the southeast tropical
Indian Ocean, J. Geophys. Res.-Ocean. 121, 4716–4731,
<a href="https://doi.org/10.1002/2016JC011854" target="_blank">https://doi.org/10.1002/2016JC011854</a>, 2016.
</mixed-citation></ref-html>--></article>
