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  <front>
    <journal-meta><journal-id journal-id-type="publisher">ANGEO</journal-id><journal-title-group>
    <journal-title>Annales Geophysicae</journal-title>
    <abbrev-journal-title abbrev-type="publisher">ANGEO</abbrev-journal-title><abbrev-journal-title abbrev-type="nlm-ta">Ann. Geophys.</abbrev-journal-title>
  </journal-title-group><issn pub-type="epub">1432-0576</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/angeo-39-929-2021</article-id><title-group><article-title>Seasonal features of geomagnetic activity: <?xmltex \hack{\break}?> a study on the solar activity dependence</article-title><alt-title>Seasonal features of geomagnetic activity</alt-title>
      </title-group><?xmltex \runningtitle{Seasonal features of geomagnetic activity}?><?xmltex \runningauthor{A.~Marques~de~Souza~Franco et~al.}?>
      <contrib-group>
        <contrib contrib-type="author" corresp="yes" rid="aff1">
          <name><surname>Marques de Souza Franco</surname><given-names>Adriane</given-names></name>
          <email>adrianemarquesds@gmail.com</email>
        <ext-link>https://orcid.org/0000-0003-4729-0925</ext-link></contrib>
        <contrib contrib-type="author" corresp="yes" rid="aff2">
          <name><surname>Hajra</surname><given-names>Rajkumar</given-names></name>
          <email>rajkumarhajra@yahoo.co.in</email>
        <ext-link>https://orcid.org/0000-0003-0447-1531</ext-link></contrib>
        <contrib contrib-type="author" corresp="no" rid="aff1">
          <name><surname>Echer</surname><given-names>Ezequiel</given-names></name>
          
        </contrib>
        <contrib contrib-type="author" corresp="no" rid="aff3">
          <name><surname>Bolzan</surname><given-names>Mauricio José Alves</given-names></name>
          
        </contrib>
        <aff id="aff1"><label>1</label><institution>Instituto Nacional de Pesquisas Espaciais (INPE), São José dos Campos, Brazil</institution>
        </aff>
        <aff id="aff2"><label>2</label><institution>Indian Institute of Technology Indore, Simrol, Indore 453552, India</institution>
        </aff>
        <aff id="aff3"><label>3</label><institution>Space Physics and Astronomy Laboratory, Federal University of Jatai, Jatai, Brazil</institution>
        </aff>
      </contrib-group>
      <author-notes><corresp id="corr1">Adriane Marques de Souza Franco (adrianemarquesds@gmail.com) and Rajkumar Hajra (rajkumarhajra@yahoo.co.in)</corresp></author-notes><pub-date><day>18</day><month>October</month><year>2021</year></pub-date>
      
      <volume>39</volume>
      <issue>5</issue>
      <fpage>929</fpage><lpage>943</lpage>
      <history>
        <date date-type="received"><day>24</day><month>May</month><year>2021</year></date>
           <date date-type="accepted"><day>17</day><month>September</month><year>2021</year></date>
           <date date-type="rev-recd"><day>16</day><month>September</month><year>2021</year></date>
           <date date-type="rev-request"><day>24</day><month>June</month><year>2021</year></date>
      </history>
      <permissions>
        <copyright-statement>Copyright: © 2021 Adriane Marques de Souza Franco et al.</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://angeo.copernicus.org/articles/39/929/2021/angeo-39-929-2021.html">This article is available from https://angeo.copernicus.org/articles/39/929/2021/angeo-39-929-2021.html</self-uri><self-uri xlink:href="https://angeo.copernicus.org/articles/39/929/2021/angeo-39-929-2021.pdf">The full text article is available as a PDF file from https://angeo.copernicus.org/articles/39/929/2021/angeo-39-929-2021.pdf</self-uri>
      <abstract><title>Abstract</title>
    <p id="d1e126">Seasonal features of geomagnetic activity and their solar-wind–interplanetary drivers are studied using more than five solar cycles of geomagnetic activity and solar wind observations. This study involves a total of 1296 geomagnetic storms of varying intensity identified using the Dst index from January 1963 to December 2019, a total of 75 863 substorms identified from the SuperMAG AL/SML index from January 1976 to December 2019 and a total of 145 high-intensity long-duration continuous auroral electrojet (AE) activity (HILDCAA) events identified using the AE index from January 1975 to December 2017. The occurrence rates of the substorms and geomagnetic storms, including moderate (<inline-formula><mml:math id="M1" display="inline"><mml:mrow><mml:mo>-</mml:mo><mml:mn mathvariant="normal">50</mml:mn><mml:mspace linebreak="nobreak" width="0.125em"/><mml:mrow class="unit"><mml:mi mathvariant="normal">nT</mml:mi></mml:mrow><mml:mo>≥</mml:mo><mml:mtext>Dst</mml:mtext><mml:mo>&gt;</mml:mo><mml:mo>-</mml:mo><mml:mn mathvariant="normal">100</mml:mn><mml:mspace linebreak="nobreak" width="0.125em"/><mml:mrow class="unit"><mml:mi mathvariant="normal">nT</mml:mi></mml:mrow></mml:mrow></mml:math></inline-formula>) and intense (<inline-formula><mml:math id="M2" display="inline"><mml:mrow><mml:mo>-</mml:mo><mml:mn mathvariant="normal">100</mml:mn><mml:mspace width="0.125em" linebreak="nobreak"/><mml:mrow class="unit"><mml:mi mathvariant="normal">nT</mml:mi></mml:mrow><mml:mo>≥</mml:mo><mml:mtext>Dst</mml:mtext><mml:mo>&gt;</mml:mo><mml:mo>-</mml:mo><mml:mn mathvariant="normal">250</mml:mn><mml:mspace width="0.125em" linebreak="nobreak"/><mml:mrow class="unit"><mml:mi mathvariant="normal">nT</mml:mi></mml:mrow></mml:mrow></mml:math></inline-formula>) storms, exhibit a significant semi-annual variation (periodicity <inline-formula><mml:math id="M3" display="inline"><mml:mrow><mml:mo>∼</mml:mo><mml:mn mathvariant="normal">6</mml:mn></mml:mrow></mml:math></inline-formula> months), while the super storms (<inline-formula><mml:math id="M4" display="inline"><mml:mrow><mml:mtext>Dst</mml:mtext><mml:mo>≤</mml:mo><mml:mo>-</mml:mo><mml:mn mathvariant="normal">250</mml:mn></mml:mrow></mml:math></inline-formula> <inline-formula><mml:math id="M5" display="inline"><mml:mrow class="unit"><mml:mi mathvariant="normal">nT</mml:mi></mml:mrow></mml:math></inline-formula>) and HILDCAAs do not exhibit any clear seasonal feature. The geomagnetic activity indices Dst and ap exhibit a semi-annual variation, while AE exhibits an annual variation (periodicity <inline-formula><mml:math id="M6" display="inline"><mml:mrow><mml:mo>∼</mml:mo><mml:mn mathvariant="normal">1</mml:mn></mml:mrow></mml:math></inline-formula> year). The annual and semi-annual variations are attributed to the annual variation of the solar wind speed <inline-formula><mml:math id="M7" display="inline"><mml:mrow><mml:msub><mml:mi>V</mml:mi><mml:mtext>sw</mml:mtext></mml:msub></mml:mrow></mml:math></inline-formula> and the semi-annual variation of the coupling function <inline-formula><mml:math id="M8" display="inline"><mml:mrow><mml:msub><mml:mtext>VB</mml:mtext><mml:mi mathvariant="normal">s</mml:mi></mml:msub></mml:mrow></mml:math></inline-formula> (where <inline-formula><mml:math id="M9" display="inline"><mml:mi>V</mml:mi></mml:math></inline-formula> = <inline-formula><mml:math id="M10" display="inline"><mml:mrow><mml:msub><mml:mi>V</mml:mi><mml:mtext>sw</mml:mtext></mml:msub></mml:mrow></mml:math></inline-formula>, and <inline-formula><mml:math id="M11" display="inline"><mml:mrow><mml:msub><mml:mi>B</mml:mi><mml:mi mathvariant="normal">s</mml:mi></mml:msub></mml:mrow></mml:math></inline-formula> is the southward component of the interplanetary magnetic field), respectively. We present a detailed analysis of the annual and semi-annual variations and their dependencies on the solar activity cycles separated as the odd, even, weak and strong solar cycles.</p>
  </abstract>
    </article-meta>
  </front>
<body>
      

      <?xmltex \hack{\newpage}?>
<sec id="Ch1.S1" sec-type="intro">
  <label>1</label><title>Introduction</title>
      <p id="d1e290">Solar-wind–magnetosphere energy coupling causes disturbances in the magnetosphere of the Earth <xref ref-type="bibr" rid="bib1.bibx17 bib1.bibx3 bib1.bibx88 bib1.bibx26 bib1.bibx91" id="paren.1"><named-content content-type="pre">e.g.,</named-content></xref>. Depending on the strength, duration and efficiency of the coupling, resultant geomagnetic disturbances <xref ref-type="bibr" rid="bib1.bibx93" id="paren.2"/> can be classified as magnetic storms, substorms and high-intensity long-duration continuous auroral electrojet (AE) activities (HILDCAAs) <xref ref-type="bibr" rid="bib1.bibx26 bib1.bibx40 bib1.bibx31" id="paren.3"><named-content content-type="pre">see</named-content></xref>. In general, magnetic storms represent global-scale disturbances caused by enhancements in (westward) ring current flowing at <inline-formula><mml:math id="M12" display="inline"><mml:mrow><mml:mo>∼</mml:mo><mml:mn mathvariant="normal">2</mml:mn></mml:mrow></mml:math></inline-formula>–7 Earth radii (<inline-formula><mml:math id="M13" display="inline"><mml:mrow><mml:msub><mml:mi>R</mml:mi><mml:mtext>Earth</mml:mtext></mml:msub></mml:mrow></mml:math></inline-formula>) in the magnetic equatorial plane of the Earth <xref ref-type="bibr" rid="bib1.bibx26 bib1.bibx45" id="paren.4"><named-content content-type="post">and references therein</named-content></xref>. Storm duration spans a few hours to several days. In fact, while the storm main phase lasts typically for <inline-formula><mml:math id="M14" display="inline"><mml:mrow><mml:mo>∼</mml:mo><mml:mn mathvariant="normal">10</mml:mn></mml:mrow></mml:math></inline-formula>–15 h, the recovery phase can continue much longer, from hours to several days <xref ref-type="bibr" rid="bib1.bibx26" id="paren.5"/>. Substorms <xref ref-type="bibr" rid="bib1.bibx1" id="paren.6"/> are shorter-scale, a few minutes to a few hours, disturbances in the nightside magnetosphere (magnetotail) resulting in precipitations of <inline-formula><mml:math id="M15" display="inline"><mml:mrow><mml:mo>∼</mml:mo><mml:mn mathvariant="normal">10</mml:mn></mml:mrow></mml:math></inline-formula>–100 <inline-formula><mml:math id="M16" display="inline"><mml:mrow class="unit"><mml:mi mathvariant="normal">keV</mml:mi></mml:mrow></mml:math></inline-formula> electrons and protons in the auroral ionosphere <xref ref-type="bibr" rid="bib1.bibx56 bib1.bibx84 bib1.bibx90" id="paren.7"><named-content content-type="pre">e.g.,</named-content><named-content content-type="post">and references therein</named-content></xref>. Intense auroral substorms continuing for a few days without occurrence of any major magnetic storms have been called HILDCAAs <xref ref-type="bibr" rid="bib1.bibx85 bib1.bibx34" id="paren.8"/> to distinguish them from nominal substorms and major magnetic storms <xref ref-type="bibr" rid="bib1.bibx89 bib1.bibx30" id="paren.9"/>.</p>
      <?pagebreak page930?><p id="d1e381"><?xmltex \hack{\newpage}?>It is important to note that from the physical point of view, substorms and HILDCAAs are two different types of geomagnetic activity. While substorms may occur during HILDCAAs, they represent different magnetosphere/ionosphere processes <xref ref-type="bibr" rid="bib1.bibx89 bib1.bibx29 bib1.bibx30" id="paren.10"/>. For example, HILDCAAs are associated with Alfvén wave trains carried by solar wind high-speed (<inline-formula><mml:math id="M17" display="inline"><mml:mrow><mml:mo>∼</mml:mo><mml:mn mathvariant="normal">550</mml:mn></mml:mrow></mml:math></inline-formula>–850 <inline-formula><mml:math id="M18" display="inline"><mml:mrow class="unit"><mml:mi mathvariant="normal">km</mml:mi><mml:mspace width="0.125em" linebreak="nobreak"/><mml:msup><mml:mi mathvariant="normal">s</mml:mi><mml:mrow><mml:mo>-</mml:mo><mml:mn mathvariant="normal">1</mml:mn></mml:mrow></mml:msup></mml:mrow></mml:math></inline-formula>) streams (HSSs) emanated from solar coronal holes <xref ref-type="bibr" rid="bib1.bibx85 bib1.bibx34" id="paren.11"/>. The intermittent magnetic reconnection between the Alfvén wave southward component and geomagnetic field results in intermittent increases in auroral activity during HILDCAAs. Substorms, on the other hand, are associated with solar wind energy loading in the magnetotail caused by magnetic reconnection <xref ref-type="bibr" rid="bib1.bibx86" id="paren.12"/>, and subsequent explosive release of the energy in the form of energetic particles and strong plasma flows <xref ref-type="bibr" rid="bib1.bibx1 bib1.bibx2 bib1.bibx71 bib1.bibx64" id="paren.13"><named-content content-type="pre">e.g.,</named-content><named-content content-type="post">and references therein</named-content></xref>. These are not essentially associated with HSSs. Thus, for good reason, the term “substorm” was avoided in the definition of HILDCAAs by <xref ref-type="bibr" rid="bib1.bibx85" id="text.14"/>. Later, <xref ref-type="bibr" rid="bib1.bibx36 bib1.bibx37 bib1.bibx38" id="text.15"/> have shown that HILDCAAs take an important role in the acceleration of relativistic (<inline-formula><mml:math id="M19" display="inline"><mml:mo lspace="0mm">∼</mml:mo></mml:math></inline-formula> MeV) electrons in the outer radiation belt of the Earth. This feature further distinguishes the HILDCAAs from nominal substorms.</p>
      <p id="d1e442">Geomagnetic activity, in general, is known to be highly variable, modulated by several solar–terrestrial features. The solar/interplanetary sources of the variability include the <inline-formula><mml:math id="M20" display="inline"><mml:mrow><mml:mo>∼</mml:mo><mml:mn mathvariant="normal">27</mml:mn></mml:mrow></mml:math></inline-formula> d solar rotation <xref ref-type="bibr" rid="bib1.bibx5 bib1.bibx6 bib1.bibx63" id="paren.16"/>, the <inline-formula><mml:math id="M21" display="inline"><mml:mrow><mml:mo>∼</mml:mo><mml:mn mathvariant="normal">11</mml:mn></mml:mrow></mml:math></inline-formula>-year solar activity cycle <xref ref-type="bibr" rid="bib1.bibx76" id="paren.17"/>, the electromagnetic and corpuscular radiations from the Sun, several plasma emission phenomena, heliospheric current region, etc. On the other hand, the Earth's translational movement (solstices), the inter-hemispheric symmetry (equinoxes), and the observational frame of reference or the coordinate system <xref ref-type="bibr" rid="bib1.bibx72" id="paren.18"/> can also largely impact the geomagnetic activity variation.</p>
      <p id="d1e474">One of the earliest reported features of the geomagnetic activity is the semi-annual variation, that is, more frequent occurrences and higher strength during equinoxes and lesser occurrences and weaker strength during solstices <xref ref-type="bibr" rid="bib1.bibx8 bib1.bibx74" id="paren.19"><named-content content-type="pre">e.g.,</named-content></xref>. The semi-annual variation is reported in the occurrence rates and intensities of the magnetic storms <xref ref-type="bibr" rid="bib1.bibx11 bib1.bibx12 bib1.bibx47 bib1.bibx13 bib1.bibx15 bib1.bibx54 bib1.bibx50" id="paren.20"><named-content content-type="pre">e.g.,</named-content></xref> and in the Earth's radiation belt electron variations <xref ref-type="bibr" rid="bib1.bibx4 bib1.bibx48 bib1.bibx42 bib1.bibx44" id="paren.21"><named-content content-type="pre">e.g.,</named-content></xref>. This is generally explained in the context of the Earth's position in the heliosphere <xref ref-type="bibr" rid="bib1.bibx14" id="paren.22"><named-content content-type="pre">known as the “axial effect”;</named-content></xref>, relative angle of solar wind incidence with respect to Earth's rotation axis <xref ref-type="bibr" rid="bib1.bibx7" id="paren.23"><named-content content-type="pre">the “equinoctial effect”;</named-content></xref> and geometrical controls of interplanetary magnetic fields <xref ref-type="bibr" rid="bib1.bibx73" id="paren.24"><named-content content-type="pre">the “Russell–McPherron effect”;</named-content></xref>. See <xref ref-type="bibr" rid="bib1.bibx50" id="text.25"/> for an excellent discussion of the mechanisms. While both the equinoctial and the Russell–McPherron effects are shown to be responsible for the semi-annual variation in the geomagnetic indices <xref ref-type="bibr" rid="bib1.bibx11 bib1.bibx65" id="paren.26"><named-content content-type="pre">e.g.,</named-content></xref>, the semi-annual variation in the relativistic electron fluxes of the outer belt is mainly attributed to the Russell–McPherron effect <xref ref-type="bibr" rid="bib1.bibx42 bib1.bibx44" id="paren.27"><named-content content-type="pre">e.g.,</named-content></xref>.</p>
      <p id="d1e522">However, the semi-annual variation in general was questioned by the work of <xref ref-type="bibr" rid="bib1.bibx59" id="text.28"/> reporting solstice maxima in substorm frequency and duration, as well as substorm amplitude and global geomagnetic activity peaks alternating between spring and fall in <inline-formula><mml:math id="M22" display="inline"><mml:mrow><mml:mo>∼</mml:mo><mml:mn mathvariant="normal">11</mml:mn></mml:mrow></mml:math></inline-formula> years. While solstice maxima were attributed to auroral ionospheric conductivity changes <xref ref-type="bibr" rid="bib1.bibx95 bib1.bibx82" id="paren.29"/>, the alternating equinoctial maxima were associated with asymmetric solar wind distribution in solar hemispheres <xref ref-type="bibr" rid="bib1.bibx57 bib1.bibx58" id="paren.30"/>. In addition, several recent studies have reported a lack of any seasonal dependence for substorms <xref ref-type="bibr" rid="bib1.bibx39" id="paren.31"/>, HILDCAAs <xref ref-type="bibr" rid="bib1.bibx34 bib1.bibx35" id="paren.32"/> or in the radiation belts <xref ref-type="bibr" rid="bib1.bibx32" id="paren.33"/>.</p>
      <p id="d1e554">In the present work, for the first time, we will explore a long-term database of substorms, HILDCAAs, and magnetic storms of varying intensity along with different geomagnetic indices to study the seasonal features of geomagnetic disturbances. The main aim is to identify and characterize the seasonal features of geomagnetic disturbances of different types and intensities. In addition, we will study their solar activity dependencies, if any.</p>
</sec>
<sec id="Ch1.S2">
  <label>2</label><title>Database and methods</title>
      <p id="d1e565">Details of the geomagnetic events studied in this work are summarized in Table <xref ref-type="table" rid="Ch1.T1"/>. Auroral substorms are identified by intensification in the auroral ionospheric (westward) electrojet currents. In the present work, we will use the substorm list available at the SuperMAG website <xref ref-type="bibr" rid="bib1.bibx62 bib1.bibx24" id="paren.34"><named-content content-type="pre"><uri>https://supermag.jhuapl.edu/</uri>, last access: 23 May 2021;</named-content></xref>. The substorm expansion phase onsets were identified from the SML index which is the SuperMAG equivalent of the westward auroral electrojet index AL (see the cited references for details). The present work involves a total of 75 863 substorms identified from January 1976 to December 2019 (Table <xref ref-type="table" rid="Ch1.T1"/>).</p>

<?xmltex \floatpos{t}?><table-wrap id="Ch1.T1" specific-use="star"><?xmltex \currentcnt{1}?><label>Table 1</label><caption><p id="d1e582">Details of the geomagnetic activity events under present study.</p></caption><oasis:table frame="topbot"><?xmltex \begin{scaleboxenv}{.86}[.86]?><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="center"/>
     <oasis:colspec colnum="4" colname="col4" align="left"/>
     <oasis:colspec colnum="5" colname="col5" align="left"/>
     <oasis:thead>
       <oasis:row rowsep="1">
         <oasis:entry colname="col1">Events</oasis:entry>
         <oasis:entry colname="col2">Number of events</oasis:entry>
         <oasis:entry colname="col3">Periods of observation</oasis:entry>
         <oasis:entry colname="col4">Geomagnetic indices</oasis:entry>
         <oasis:entry colname="col5">Sources of events</oasis:entry>
       </oasis:row>
     </oasis:thead>
     <oasis:tbody>
       <oasis:row>
         <oasis:entry colname="col1">Substorms</oasis:entry>
         <oasis:entry colname="col2">75 863</oasis:entry>
         <oasis:entry colname="col3">January 1976–December 2019</oasis:entry>
         <oasis:entry colname="col4">SML</oasis:entry>
         <oasis:entry colname="col5"><uri>https://supermag.jhuapl.edu/</uri> (last access: 23 May 2021)</oasis:entry>
       </oasis:row>
       <oasis:row>
         <oasis:entry colname="col1">HILDCAAs</oasis:entry>
         <oasis:entry colname="col2">145</oasis:entry>
         <oasis:entry colname="col3">January 1975–December 2017</oasis:entry>
         <oasis:entry colname="col4">AE, Dst</oasis:entry>
         <oasis:entry colname="col5"><xref ref-type="bibr" rid="bib1.bibx41" id="text.35"/></oasis:entry>
       </oasis:row>
       <oasis:row>
         <oasis:entry colname="col1">Geomagnetic storms</oasis:entry>
         <oasis:entry colname="col2">1296</oasis:entry>
         <oasis:entry colname="col3">January 1963–December 2019</oasis:entry>
         <oasis:entry colname="col4">Dst</oasis:entry>
         <oasis:entry colname="col5"><xref ref-type="bibr" rid="bib1.bibx41" id="text.36"/></oasis:entry>
       </oasis:row>
     </oasis:tbody>
   </oasis:tgroup><?xmltex \end{scaleboxenv}?></oasis:table></table-wrap>

      <p id="d1e683">We will use the geomagnetic storm and HILDCAA database prepared by <xref ref-type="bibr" rid="bib1.bibx41" id="text.37"/> for the present work. It is an updated version of the lists presented in <xref ref-type="bibr" rid="bib1.bibx20" id="text.38"/>, <xref ref-type="bibr" rid="bib1.bibx34" id="text.39"/> and <xref ref-type="bibr" rid="bib1.bibx68" id="text.40"/>. Geomagnetic storm onset, main phase, peak strength, recovery phase and storm end are determined by the variations of the Dst index <xref ref-type="bibr" rid="bib1.bibx79" id="paren.41"/>. Based on the <xref ref-type="bibr" rid="bib1.bibx26" id="text.42"/> definition, intervals with the Dst minimum <inline-formula><mml:math id="M23" display="inline"><mml:mrow><mml:mo>≤</mml:mo><mml:mo>-</mml:mo><mml:mn mathvariant="normal">50</mml:mn></mml:mrow></mml:math></inline-formula> <inline-formula><mml:math id="M24" display="inline"><mml:mrow class="unit"><mml:mi mathvariant="normal">nT</mml:mi></mml:mrow></mml:math></inline-formula> are identified as magnetic storms. From January 1963 to December 2019, 1296 magnetic storms were identified (Table <xref ref-type="table" rid="Ch1.T1"/>).<?pagebreak page931?> Geomagnetic storms with the Dst minimum values between <inline-formula><mml:math id="M25" display="inline"><mml:mrow><mml:mo>-</mml:mo><mml:mn mathvariant="normal">50</mml:mn></mml:mrow></mml:math></inline-formula> <inline-formula><mml:math id="M26" display="inline"><mml:mrow class="unit"><mml:mi mathvariant="normal">nT</mml:mi></mml:mrow></mml:math></inline-formula> and <inline-formula><mml:math id="M27" display="inline"><mml:mrow><mml:mo>-</mml:mo><mml:mn mathvariant="normal">100</mml:mn></mml:mrow></mml:math></inline-formula> <inline-formula><mml:math id="M28" display="inline"><mml:mrow class="unit"><mml:mi mathvariant="normal">nT</mml:mi></mml:mrow></mml:math></inline-formula> are classified as the “moderate storms”, between <inline-formula><mml:math id="M29" display="inline"><mml:mrow><mml:mo>-</mml:mo><mml:mn mathvariant="normal">100</mml:mn></mml:mrow></mml:math></inline-formula> <inline-formula><mml:math id="M30" display="inline"><mml:mrow class="unit"><mml:mi mathvariant="normal">nT</mml:mi></mml:mrow></mml:math></inline-formula> and <inline-formula><mml:math id="M31" display="inline"><mml:mrow><mml:mo>-</mml:mo><mml:mn mathvariant="normal">250</mml:mn></mml:mrow></mml:math></inline-formula> <inline-formula><mml:math id="M32" display="inline"><mml:mrow class="unit"><mml:mi mathvariant="normal">nT</mml:mi></mml:mrow></mml:math></inline-formula> as the “intense storms”, and those with the Dst minima lower than <inline-formula><mml:math id="M33" display="inline"><mml:mrow><mml:mo>-</mml:mo><mml:mn mathvariant="normal">250</mml:mn></mml:mrow></mml:math></inline-formula> <inline-formula><mml:math id="M34" display="inline"><mml:mrow class="unit"><mml:mi mathvariant="normal">nT</mml:mi></mml:mrow></mml:math></inline-formula> as the “super storms”. Among all storms studied here, 75 % are moderate, 23 % are intense and only 2 % are super storms.</p>
      <p id="d1e820">The HILDCAA events are identified based on four criteria suggested by <xref ref-type="bibr" rid="bib1.bibx85" id="text.43"/>. The criteria are (1) the AE index should reach an intensity equal to or greater than 1000 <inline-formula><mml:math id="M35" display="inline"><mml:mrow class="unit"><mml:mi mathvariant="normal">nT</mml:mi></mml:mrow></mml:math></inline-formula> at some point during the event (the high-intensity criterion), (2) the event must last at least 2 d (the long-duration criterion), (3) the AE index should not fall below 200 <inline-formula><mml:math id="M36" display="inline"><mml:mrow class="unit"><mml:mi mathvariant="normal">nT</mml:mi></mml:mrow></mml:math></inline-formula> for more than 2 h at a time (the continuity criterion), and (4) the auroral activity must occur outside the main phase of a geomagnetic storm or during a non-storm condition (<inline-formula><mml:math id="M37" display="inline"><mml:mrow><mml:mtext>Dst</mml:mtext><mml:mo>&gt;</mml:mo><mml:mo>-</mml:mo><mml:mn mathvariant="normal">50</mml:mn></mml:mrow></mml:math></inline-formula> <inline-formula><mml:math id="M38" display="inline"><mml:mrow class="unit"><mml:mi mathvariant="normal">nT</mml:mi></mml:mrow></mml:math></inline-formula>). Present work involves a total of 145 HILDCAA events identified during January 1975 through to December 2017 (Table <xref ref-type="table" rid="Ch1.T1"/>).</p>
      <p id="d1e867">The geomagnetic indices, namely, the ring current index Dst, the global-scale geomagnetic activity index ap and the auroral ionospheric current-related index AE, are used to provide a quantitative measure of the activity level of the terrestrial magnetosphere <xref ref-type="bibr" rid="bib1.bibx70" id="paren.44"/>. In addition, solar wind parameters are used to study the energy dissipation in the magnetosphere. The <inline-formula><mml:math id="M39" display="inline"><mml:mrow><mml:msub><mml:mi>D</mml:mi><mml:mn mathvariant="normal">500</mml:mn></mml:msub></mml:mrow></mml:math></inline-formula> parameter is defined as the percentage of days with the peak solar wind speed <inline-formula><mml:math id="M40" display="inline"><mml:mrow><mml:msub><mml:mi>V</mml:mi><mml:mtext>sw</mml:mtext></mml:msub></mml:mrow></mml:math></inline-formula> equal or higher than 500 <inline-formula><mml:math id="M41" display="inline"><mml:mrow class="unit"><mml:mi mathvariant="normal">km</mml:mi><mml:mspace width="0.125em" linebreak="nobreak"/><mml:msup><mml:mi mathvariant="normal">s</mml:mi><mml:mrow><mml:mo>-</mml:mo><mml:mn mathvariant="normal">1</mml:mn></mml:mrow></mml:msup></mml:mrow></mml:math></inline-formula> in each month of a year. We estimated the solar wind electric field <inline-formula><mml:math id="M42" display="inline"><mml:mrow><mml:msub><mml:mtext>VB</mml:mtext><mml:mi mathvariant="normal">s</mml:mi></mml:msub></mml:mrow></mml:math></inline-formula>, which is an important solar-wind–magnetosphere coupling function <xref ref-type="bibr" rid="bib1.bibx9 bib1.bibx88 bib1.bibx23" id="paren.45"/>. As <inline-formula><mml:math id="M43" display="inline"><mml:mrow><mml:msub><mml:mtext>VB</mml:mtext><mml:mi mathvariant="normal">s</mml:mi></mml:msub></mml:mrow></mml:math></inline-formula> involves both the solar wind velocity <inline-formula><mml:math id="M44" display="inline"><mml:mrow><mml:msub><mml:mi>V</mml:mi><mml:mtext>sw</mml:mtext></mml:msub></mml:mrow></mml:math></inline-formula> (for <inline-formula><mml:math id="M45" display="inline"><mml:mi>V</mml:mi></mml:math></inline-formula>) and the southward component of the interplanetary magnetic field (IMF) <inline-formula><mml:math id="M46" display="inline"><mml:mrow><mml:msub><mml:mi>B</mml:mi><mml:mi mathvariant="normal">s</mml:mi></mml:msub></mml:mrow></mml:math></inline-formula>, the latter being important for magnetic reconnection, <inline-formula><mml:math id="M47" display="inline"><mml:mrow><mml:msub><mml:mtext>VB</mml:mtext><mml:mi mathvariant="normal">s</mml:mi></mml:msub></mml:mrow></mml:math></inline-formula> is also called the reconnection electric field. The Akasofu <inline-formula><mml:math id="M48" display="inline"><mml:mi mathvariant="italic">ϵ</mml:mi></mml:math></inline-formula> coupling function <xref ref-type="bibr" rid="bib1.bibx67" id="paren.46"/>, expressed as <inline-formula><mml:math id="M49" display="inline"><mml:mrow><mml:msub><mml:mi>V</mml:mi><mml:mtext>sw</mml:mtext></mml:msub><mml:msubsup><mml:mi>B</mml:mi><mml:mn mathvariant="normal">0</mml:mn><mml:mn mathvariant="normal">2</mml:mn></mml:msubsup><mml:msup><mml:mi>sin⁡</mml:mi><mml:mn mathvariant="normal">4</mml:mn></mml:msup><mml:mo>(</mml:mo><mml:mi mathvariant="italic">θ</mml:mi><mml:mo>/</mml:mo><mml:mn mathvariant="normal">2</mml:mn><mml:mo>)</mml:mo><mml:msubsup><mml:mi>R</mml:mi><mml:mtext>CF</mml:mtext><mml:mn mathvariant="normal">2</mml:mn></mml:msubsup></mml:mrow></mml:math></inline-formula>, was also estimated in this work as a proxy for the magnetospheric energy input rate. Here <inline-formula><mml:math id="M50" display="inline"><mml:mrow><mml:msub><mml:mi>B</mml:mi><mml:mn mathvariant="normal">0</mml:mn></mml:msub></mml:mrow></mml:math></inline-formula> represents the magnitude of the IMF, <inline-formula><mml:math id="M51" display="inline"><mml:mi mathvariant="italic">θ</mml:mi></mml:math></inline-formula> is the IMF orientation clock angle and <inline-formula><mml:math id="M52" display="inline"><mml:mrow><mml:msub><mml:mi>R</mml:mi><mml:mtext>CF</mml:mtext></mml:msub></mml:mrow></mml:math></inline-formula> is the Chapman–Ferraro magnetopause distance <xref ref-type="bibr" rid="bib1.bibx10" id="paren.47"/>.</p>

<?xmltex \floatpos{t}?><table-wrap id="Ch1.T2"><?xmltex \currentcnt{2}?><label>Table 2</label><caption><p id="d1e1065">Details of the solar cycles under present study.</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="left"/>
     <oasis:colspec colnum="3" colname="col3" align="left"/>
     <oasis:colspec colnum="4" colname="col4" align="center"/>
     <oasis:colspec colnum="5" colname="col5" align="left"/>
     <oasis:thead>
       <oasis:row>
         <oasis:entry colname="col1">SC</oasis:entry>
         <oasis:entry colname="col2">SC start</oasis:entry>
         <oasis:entry colname="col3">SC peak</oasis:entry>
         <oasis:entry colname="col4">SC peak</oasis:entry>
         <oasis:entry colname="col5">SC end</oasis:entry>
       </oasis:row>
       <oasis:row rowsep="1">
         <oasis:entry colname="col1">no.</oasis:entry>
         <oasis:entry colname="col2">date</oasis:entry>
         <oasis:entry colname="col3">date</oasis:entry>
         <oasis:entry colname="col4"><inline-formula><mml:math id="M53" display="inline"><mml:mrow><mml:msub><mml:mi>F</mml:mi><mml:mn mathvariant="normal">10.7</mml:mn></mml:msub></mml:mrow></mml:math></inline-formula></oasis:entry>
         <oasis:entry colname="col5">date</oasis:entry>
       </oasis:row>
     </oasis:thead>
     <oasis:tbody>
       <oasis:row>
         <oasis:entry colname="col1">SC20</oasis:entry>
         <oasis:entry colname="col2">Oct 1964</oasis:entry>
         <oasis:entry colname="col3">Nov 1968</oasis:entry>
         <oasis:entry colname="col4">156</oasis:entry>
         <oasis:entry colname="col5">Feb 1976</oasis:entry>
       </oasis:row>
       <oasis:row>
         <oasis:entry colname="col1">SC21</oasis:entry>
         <oasis:entry colname="col2">Mar 1976</oasis:entry>
         <oasis:entry colname="col3">Dec 1979</oasis:entry>
         <oasis:entry colname="col4">203</oasis:entry>
         <oasis:entry colname="col5">Aug 1986</oasis:entry>
       </oasis:row>
       <oasis:row>
         <oasis:entry colname="col1">SC22</oasis:entry>
         <oasis:entry colname="col2">Sep 1986</oasis:entry>
         <oasis:entry colname="col3">Nov 1989</oasis:entry>
         <oasis:entry colname="col4">213</oasis:entry>
         <oasis:entry colname="col5">Jul 1996</oasis:entry>
       </oasis:row>
       <oasis:row>
         <oasis:entry colname="col1">SC23</oasis:entry>
         <oasis:entry colname="col2">Aug 1996</oasis:entry>
         <oasis:entry colname="col3">Nov 2001</oasis:entry>
         <oasis:entry colname="col4">181</oasis:entry>
         <oasis:entry colname="col5">Nov 2008</oasis:entry>
       </oasis:row>
       <oasis:row>
         <oasis:entry colname="col1">SC24</oasis:entry>
         <oasis:entry colname="col2">Dec 2008</oasis:entry>
         <oasis:entry colname="col3">Apr 2014</oasis:entry>
         <oasis:entry colname="col4">146</oasis:entry>
         <oasis:entry colname="col5">Dec 2019</oasis:entry>
       </oasis:row>
     </oasis:tbody>
   </oasis:tgroup></oasis:table></table-wrap>

      <p id="d1e1225">The 10.7 cm solar flux (<inline-formula><mml:math id="M54" display="inline"><mml:mrow><mml:msub><mml:mi>F</mml:mi><mml:mn mathvariant="normal">10.7</mml:mn></mml:msub></mml:mrow></mml:math></inline-formula>) is shown to be a good indicator of the solar activity <xref ref-type="bibr" rid="bib1.bibx83" id="paren.48"><named-content content-type="pre">e.g.,</named-content></xref>. Thus, the <inline-formula><mml:math id="M55" display="inline"><mml:mrow><mml:mo>∼</mml:mo><mml:mn mathvariant="normal">11</mml:mn></mml:mrow></mml:math></inline-formula>-year solar cycles <xref ref-type="bibr" rid="bib1.bibx76" id="paren.49"/> are studied using the monthly mean <inline-formula><mml:math id="M56" display="inline"><mml:mrow><mml:msub><mml:mi>F</mml:mi><mml:mn mathvariant="normal">10.7</mml:mn></mml:msub></mml:mrow></mml:math></inline-formula> solar flux variation. The starting, peak and end dates along with the peak <inline-formula><mml:math id="M57" display="inline"><mml:mrow><mml:msub><mml:mi>F</mml:mi><mml:mn mathvariant="normal">10.7</mml:mn></mml:msub></mml:mrow></mml:math></inline-formula> flux of each solar cycle (SC) are listed in Table <xref ref-type="table" rid="Ch1.T2"/>. The <inline-formula><mml:math id="M58" display="inline"><mml:mrow><mml:msub><mml:mi>F</mml:mi><mml:mn mathvariant="normal">10.7</mml:mn></mml:msub></mml:mrow></mml:math></inline-formula> fluxes are given in the solar flux unit (sfu), where <inline-formula><mml:math id="M59" display="inline"><mml:mrow><mml:mn mathvariant="normal">1</mml:mn><mml:mspace linebreak="nobreak" width="0.125em"/><mml:mrow class="unit"><mml:mi mathvariant="normal">sfu</mml:mi></mml:mrow><mml:mo>=</mml:mo><mml:msup><mml:mn mathvariant="normal">10</mml:mn><mml:mrow><mml:mo>-</mml:mo><mml:mn mathvariant="normal">22</mml:mn></mml:mrow></mml:msup></mml:mrow></mml:math></inline-formula> <inline-formula><mml:math id="M60" display="inline"><mml:mrow class="unit"><mml:mi mathvariant="normal">W</mml:mi><mml:mspace width="0.125em" linebreak="nobreak"/><mml:msup><mml:mi mathvariant="normal">m</mml:mi><mml:mrow><mml:mo>-</mml:mo><mml:mn mathvariant="normal">2</mml:mn></mml:mrow></mml:msup><mml:mspace width="0.125em" linebreak="nobreak"/><mml:msup><mml:mi mathvariant="normal">Hz</mml:mi><mml:mrow><mml:mo>-</mml:mo><mml:mn mathvariant="normal">1</mml:mn></mml:mrow></mml:msup></mml:mrow></mml:math></inline-formula>. Based on the <inline-formula><mml:math id="M61" display="inline"><mml:mrow><mml:msub><mml:mi>F</mml:mi><mml:mn mathvariant="normal">10.7</mml:mn></mml:msub></mml:mrow></mml:math></inline-formula> peaks, cycles SC20 and SC24 can be classified as the “weak cycles” (average <inline-formula><mml:math id="M62" display="inline"><mml:mrow><mml:msub><mml:mi>F</mml:mi><mml:mn mathvariant="normal">10.7</mml:mn></mml:msub></mml:mrow></mml:math></inline-formula> peak <inline-formula><mml:math id="M63" display="inline"><mml:mrow><mml:mo>∼</mml:mo><mml:mn mathvariant="normal">151</mml:mn></mml:mrow></mml:math></inline-formula> sfu) and SC19, SC21, SC22 and SC23 as the “strong cycles” (average <inline-formula><mml:math id="M64" display="inline"><mml:mrow><mml:msub><mml:mi>F</mml:mi><mml:mn mathvariant="normal">10.7</mml:mn></mml:msub></mml:mrow></mml:math></inline-formula> peak <inline-formula><mml:math id="M65" display="inline"><mml:mrow><mml:mo>∼</mml:mo><mml:mn mathvariant="normal">207</mml:mn></mml:mrow></mml:math></inline-formula> sfu). It can be mentioned that SC24 is the weakest cycle in the space exploration era (after 1957). A detailed study on the solar and geomagnetic characteristics of this cycle is presented in <xref ref-type="bibr" rid="bib1.bibx33" id="text.50"/>. The solar cycles are also grouped into the “even” (SC20, SC22, SC24) and the “odd” (SC19, SC21, SC23) cycles in this work. Previous studies have reported significant differences between the even and odd cycle amplitudes <xref ref-type="bibr" rid="bib1.bibx94 bib1.bibx25 bib1.bibx97 bib1.bibx18" id="paren.51"><named-content content-type="pre">e.g.,</named-content></xref>, and in their geomagnetic responses <xref ref-type="bibr" rid="bib1.bibx41 bib1.bibx66" id="paren.52"><named-content content-type="pre">e.g.,</named-content></xref>.</p>
      <p id="d1e1409">We will apply the Lomb–Scargle periodogram analysis <xref ref-type="bibr" rid="bib1.bibx51 bib1.bibx75" id="paren.53"/> to identify the significant periodicities in the geomagnetic event occurrences, the geomagnetic indices and the solar-wind–magnetosphere (coupling) parameters. It is a useful tool for detecting and characterizing periodic signals for unequally spaced data.</p>
      <p id="d1e1416">The geomagnetic indices are collected from the World Data Center for Geomagnetism, Kyoto, Japan (<uri>http://wdc.kugi.kyoto-u.ac.jp/</uri>, last access: 23 May 2021). The monthly means of the solar wind/interplanetary data near the Earth's bow shock nose were obtained from NASA's OMNI database (<uri>http://omniweb.gsfc.nasa.gov/</uri>, last access: 23 May 2021). The IMF vector components are in Geocentric Solar Magnetospheric (GSM) coordinates, where the <inline-formula><mml:math id="M66" display="inline"><mml:mi>x</mml:mi></mml:math></inline-formula> axis is directed towards the Sun and the <inline-formula><mml:math id="M67" display="inline"><mml:mi>y</mml:mi></mml:math></inline-formula> axis is in the <inline-formula><mml:math id="M68" display="inline"><mml:mrow><mml:mi mathvariant="bold">Ω</mml:mi><mml:mo>×</mml:mo><mml:mover accent="true"><mml:mi mathvariant="bold">x</mml:mi><mml:mo mathvariant="normal" stretchy="false">^</mml:mo></mml:mover><mml:mo>/</mml:mo><mml:mo>|</mml:mo><mml:mi mathvariant="bold">Ω</mml:mi><mml:mo>×</mml:mo><mml:mover accent="true"><mml:mi mathvariant="bold">x</mml:mi><mml:mo stretchy="false" mathvariant="normal">^</mml:mo></mml:mover><mml:mo>|</mml:mo></mml:mrow></mml:math></inline-formula> direction, where <inline-formula><mml:math id="M69" display="inline"><mml:mi mathvariant="bold">Ω</mml:mi></mml:math></inline-formula> is aligned with the magnetic south pole axis of the Earth, and <inline-formula><mml:math id="M70" display="inline"><mml:mover accent="true"><mml:mi mathvariant="bold">x</mml:mi><mml:mo mathvariant="normal" stretchy="false">^</mml:mo></mml:mover></mml:math></inline-formula> is the unit vector along the <inline-formula><mml:math id="M71" display="inline"><mml:mi>x</mml:mi></mml:math></inline-formula> axis. The <inline-formula><mml:math id="M72" display="inline"><mml:mi>z</mml:mi></mml:math></inline-formula> axis completes a right-hand system. The <inline-formula><mml:math id="M73" display="inline"><mml:mrow><mml:msub><mml:mi>F</mml:mi><mml:mn mathvariant="normal">10.7</mml:mn></mml:msub></mml:mrow></mml:math></inline-formula> solar fluxes are obtained from the Laboratory for Atmospheric and Space Physics (LASP) Interactive Solar Irradiance Data Center (<uri>https://lasp.colorado.edu/lisird/</uri>, last access: 23 May 2021).</p><?xmltex \hack{\newpage}?>
</sec>
<?pagebreak page932?><sec id="Ch1.S3">
  <label>3</label><title>Results</title>
<sec id="Ch1.S3.SS1">
  <label>3.1</label><title>Seasonal features</title>
      <p id="d1e1531">Figure <xref ref-type="fig" rid="Ch1.F1"/> shows the variations of the monthly mean solar <inline-formula><mml:math id="M74" display="inline"><mml:mrow><mml:msub><mml:mi>F</mml:mi><mml:mn mathvariant="normal">10.7</mml:mn></mml:msub></mml:mrow></mml:math></inline-formula> flux (Fig. <xref ref-type="fig" rid="Ch1.F1"/>a); the monthly numbers of HILDCAAs and substorms (Fig. <xref ref-type="fig" rid="Ch1.F1"/>b); magnetic storms of varying intensity (Fig. <xref ref-type="fig" rid="Ch1.F1"/>c); the monthly mean geomagnetic Dst (Fig. <xref ref-type="fig" rid="Ch1.F1"/>d), ap (Fig. <xref ref-type="fig" rid="Ch1.F1"/>e), and AE (Fig. <xref ref-type="fig" rid="Ch1.F1"/>f) indices; the IMF magnitude <inline-formula><mml:math id="M75" display="inline"><mml:mrow><mml:msub><mml:mi>B</mml:mi><mml:mn mathvariant="normal">0</mml:mn></mml:msub></mml:mrow></mml:math></inline-formula> (Fig. <xref ref-type="fig" rid="Ch1.F1"/>g); the solar wind plasma speed <inline-formula><mml:math id="M76" display="inline"><mml:mrow><mml:msub><mml:mi>V</mml:mi><mml:mtext>sw</mml:mtext></mml:msub></mml:mrow></mml:math></inline-formula> (Fig. <xref ref-type="fig" rid="Ch1.F1"/>h); the percentage occurrences of <inline-formula><mml:math id="M77" display="inline"><mml:mrow><mml:msub><mml:mi>V</mml:mi><mml:mtext>sw</mml:mtext></mml:msub></mml:mrow></mml:math></inline-formula> <inline-formula><mml:math id="M78" display="inline"><mml:mrow><mml:mo>≥</mml:mo><mml:mn mathvariant="normal">500</mml:mn></mml:mrow></mml:math></inline-formula> <inline-formula><mml:math id="M79" display="inline"><mml:mrow class="unit"><mml:mi mathvariant="normal">km</mml:mi><mml:mspace linebreak="nobreak" width="0.125em"/><mml:msup><mml:mi mathvariant="normal">s</mml:mi><mml:mrow><mml:mo>-</mml:mo><mml:mn mathvariant="normal">1</mml:mn></mml:mrow></mml:msup></mml:mrow></mml:math></inline-formula> (<inline-formula><mml:math id="M80" display="inline"><mml:mrow><mml:msub><mml:mi>D</mml:mi><mml:mn mathvariant="normal">500</mml:mn></mml:msub></mml:mrow></mml:math></inline-formula>, Fig. <xref ref-type="fig" rid="Ch1.F1"/>i); and the energy coupling functions <inline-formula><mml:math id="M81" display="inline"><mml:mrow><mml:msub><mml:mtext>VB</mml:mtext><mml:mi mathvariant="normal">s</mml:mi></mml:msub></mml:mrow></mml:math></inline-formula> (Fig. <xref ref-type="fig" rid="Ch1.F1"/>j) and <inline-formula><mml:math id="M82" display="inline"><mml:mi mathvariant="italic">ϵ</mml:mi></mml:math></inline-formula> (Fig. <xref ref-type="fig" rid="Ch1.F1"/>k) for the period from 1963 to 2019. While most of the data span for more than five solar cycles, from the beginning of SC20 to the end of SC24, substorm and HILDCAA data are only available from SC21 onward. The <inline-formula><mml:math id="M83" display="inline"><mml:mrow><mml:msub><mml:mi>F</mml:mi><mml:mn mathvariant="normal">10.7</mml:mn></mml:msub></mml:mrow></mml:math></inline-formula> solar flux variation shows a clear <inline-formula><mml:math id="M84" display="inline"><mml:mrow><mml:mo>∼</mml:mo><mml:mn mathvariant="normal">11</mml:mn></mml:mrow></mml:math></inline-formula>-year solar activity cycle, with the minimum flux during the solar minimum, followed by flux increases during the ascending phase leading to the peak flux during the solar maximum, and flux decreases during the descending phase of the solar cycle (Fig. <xref ref-type="fig" rid="Ch1.F1"/>a). In general, the substorm, HILDCAA, and geomagnetic storm numbers; the geomagnetic indices; and the solar wind parameter values exhibit an overall <inline-formula><mml:math id="M85" display="inline"><mml:mrow><mml:mo>∼</mml:mo><mml:mn mathvariant="normal">11</mml:mn></mml:mrow></mml:math></inline-formula>-year periodicity. Embedded in the large-scale <inline-formula><mml:math id="M86" display="inline"><mml:mrow><mml:mo>∼</mml:mo><mml:mn mathvariant="normal">11</mml:mn></mml:mrow></mml:math></inline-formula>-year variations, there are several short-term fluctuations in the data; some of the latter may be associated with the annual or semi-annual variations, which will be explored in detail in the following sections.</p>

      <?xmltex \floatpos{t}?><fig id="Ch1.F1"><?xmltex \currentcnt{1}?><?xmltex \def\figurename{Figure}?><label>Figure 1</label><caption><p id="d1e1707">From top to bottom, the panels show <bold>(a)</bold> the monthly mean solar <inline-formula><mml:math id="M87" display="inline"><mml:mrow><mml:msub><mml:mi>F</mml:mi><mml:mn mathvariant="normal">10.7</mml:mn></mml:msub></mml:mrow></mml:math></inline-formula> flux; <bold>(b)</bold> monthly numbers of substorms (black, legend on the left) and HILDCAAs (red, legend on the right); <bold>(c)</bold> geomagnetic storms of varying intensity; monthly mean <bold>(d)</bold> Dst, <bold>(e)</bold> ap, <bold>(f)</bold> AE, <bold>(g)</bold> IMF <inline-formula><mml:math id="M88" display="inline"><mml:mrow><mml:msub><mml:mi>B</mml:mi><mml:mn mathvariant="normal">0</mml:mn></mml:msub></mml:mrow></mml:math></inline-formula>, and <bold>(h)</bold> <inline-formula><mml:math id="M89" display="inline"><mml:mrow><mml:msub><mml:mi>V</mml:mi><mml:mtext>sw</mml:mtext></mml:msub></mml:mrow></mml:math></inline-formula>; <bold>(i)</bold> percentage of days with daily peak <inline-formula><mml:math id="M90" display="inline"><mml:mrow><mml:msub><mml:mi>V</mml:mi><mml:mtext>sw</mml:mtext></mml:msub></mml:mrow></mml:math></inline-formula> <inline-formula><mml:math id="M91" display="inline"><mml:mo>≥</mml:mo></mml:math></inline-formula> 500 <inline-formula><mml:math id="M92" display="inline"><mml:mrow class="unit"><mml:mi mathvariant="normal">km</mml:mi><mml:mspace width="0.125em" linebreak="nobreak"/><mml:msup><mml:mi mathvariant="normal">s</mml:mi><mml:mrow><mml:mo>-</mml:mo><mml:mn mathvariant="normal">1</mml:mn></mml:mrow></mml:msup></mml:mrow></mml:math></inline-formula> (<inline-formula><mml:math id="M93" display="inline"><mml:mrow><mml:msub><mml:mi>D</mml:mi><mml:mn mathvariant="normal">500</mml:mn></mml:msub></mml:mrow></mml:math></inline-formula>); and monthly mean <bold>(j)</bold> <inline-formula><mml:math id="M94" display="inline"><mml:mrow><mml:msub><mml:mtext>VB</mml:mtext><mml:mi mathvariant="normal">s</mml:mi></mml:msub></mml:mrow></mml:math></inline-formula> and <bold>(k)</bold> Akasofu <inline-formula><mml:math id="M95" display="inline"><mml:mi mathvariant="italic">ϵ</mml:mi></mml:math></inline-formula> parameter, during 1963 to 2020. Solar cycles from SC20 to SC24 are marked on the top panel.</p></caption>
          <?xmltex \igopts{width=236.157874pt}?><graphic xlink:href="https://angeo.copernicus.org/articles/39/929/2021/angeo-39-929-2021-f01.png"/>

        </fig>

</sec>
<sec id="Ch1.S3.SSx1" specific-use="unnumbered">
  <title>Monthly superposed variations</title>
      <p id="d1e1855">Figure <xref ref-type="fig" rid="Ch1.F2"/> shows the monthly superposed values of all the parameters shown in Fig. <xref ref-type="fig" rid="Ch1.F1"/>. Figure <xref ref-type="fig" rid="Ch1.F2"/>a–f shows the numbers of geomagnetic events in each month divided by the number of years of observations (in the unit of number per year). Figure <xref ref-type="fig" rid="Ch1.F2"/>g–l shows the monthly means of the geomagnetic and solar wind/interplanetary parameters for the entire interval of study.</p>

      <?xmltex \floatpos{t}?><fig id="Ch1.F2" specific-use="star"><?xmltex \currentcnt{2}?><?xmltex \def\figurename{Figure}?><label>Figure 2</label><caption><p id="d1e1868">Monthly superposed variations. Left panels, from top to bottom, show the total numbers divided by years of observation of <bold>(a)</bold> substorms, <bold>(b)</bold> HILDCAAs, <bold>(c)</bold> all storms (AS), <bold>(d)</bold> moderate storms (MS), <bold>(e)</bold> intense storms (IS) and <bold>(f)</bold> super storms (SS), respectively. Right panels, from top to bottom, show the monthly mean values of the <bold>(g)</bold> geomagnetic Dst, <bold>(h)</bold> ap, and <bold>(i)</bold> AE indices; <bold>(j)</bold> IMF <inline-formula><mml:math id="M96" display="inline"><mml:mrow><mml:msub><mml:mi>B</mml:mi><mml:mn mathvariant="normal">0</mml:mn></mml:msub></mml:mrow></mml:math></inline-formula>; <bold>(k)</bold> <inline-formula><mml:math id="M97" display="inline"><mml:mrow><mml:msub><mml:mi>V</mml:mi><mml:mtext>sw</mml:mtext></mml:msub></mml:mrow></mml:math></inline-formula> (black, legend on the left) and <inline-formula><mml:math id="M98" display="inline"><mml:mrow><mml:msub><mml:mi>D</mml:mi><mml:mn mathvariant="normal">500</mml:mn></mml:msub></mml:mrow></mml:math></inline-formula> (red, legend on the right); and <bold>(l)</bold> <inline-formula><mml:math id="M99" display="inline"><mml:mrow><mml:msub><mml:mtext>VB</mml:mtext><mml:mi mathvariant="normal">s</mml:mi></mml:msub></mml:mrow></mml:math></inline-formula> (black, legend on the left) and <inline-formula><mml:math id="M100" display="inline"><mml:mi mathvariant="italic">ϵ</mml:mi></mml:math></inline-formula> parameter (red, legend on the right), respectively.</p></caption>
          <?xmltex \igopts{width=341.433071pt}?><graphic xlink:href="https://angeo.copernicus.org/articles/39/929/2021/angeo-39-929-2021-f02.png"/>

        </fig>

      <p id="d1e1966">The substorm occurrence rate (Fig. <xref ref-type="fig" rid="Ch1.F2"/>a) clearly exhibits two peaks during the months of March and October and a summer solstice minimum (during the month of June). HILDCAAs (Fig. <xref ref-type="fig" rid="Ch1.F2"/>b) do not exhibit any clear seasonal feature, except a significant minimum in November. Geomagnetic storms, from moderate to intense (Fig. <xref ref-type="fig" rid="Ch1.F2"/>d–e), exhibit a clear semi-annual variation. The spring equinoctial peak is recorded during March for the moderate storms and during April for the intense storms, while the fall peak is recorded during October for both of them. The super storms (Fig. <xref ref-type="fig" rid="Ch1.F2"/>f), with a very low occurrence rate, do not have any clear seasonal feature. As majority of the storms are of moderate intensity; storms of all intensity together (Fig. <xref ref-type="fig" rid="Ch1.F2"/>c) exhibit a prominent semi-annual variation with two peaks during March and October.</p>
      <p id="d1e1979">The monthly mean intensities of the Dst (Fig. <xref ref-type="fig" rid="Ch1.F2"/>g) and ap (Fig. <xref ref-type="fig" rid="Ch1.F2"/>h) indices show a semi-annual variation. Both of them exhibit the spring peaks during March. While Dst has a fall minimum during October, ap exhibits a peak during September. On the other hand, the monthly mean AE index (Fig. <xref ref-type="fig" rid="Ch1.F2"/>i) increases gradually from January; attains a peak around April; decreases with a much slower rate till September, after which the decrease rate is faster, and finally attains a minimum during December. Thus, the AE index shows an annual variation, different from the Dst and ap indices. This result is consistent with <xref ref-type="bibr" rid="bib1.bibx43" id="text.54"/> who also reported an annual component in AE, and lack of any semi-annual component. As the AE index is based on geomagnetic observations made in the northern hemisphere, the asymmetric pole exposition to the solar radiation during the Earth's translational motion could contribute to this annual variation. The latter may modulate the AE current through the modulation of the ionospheric conductivity, owing to the solar extreme ultraviolet (EUV) ionization.</p>
      <?pagebreak page933?><p id="d1e1992"><?xmltex \hack{\newpage}?>It is worth mentioning that the AE index <xref ref-type="bibr" rid="bib1.bibx16" id="paren.55"/> includes an upper envelope (AU) and a lower envelope (AL) related to the largest (positive) and smallest (negative) magnetic deflections, respectively, among the magnetometer stations used. The AU and AL components represent the strengths of the eastward and westward AE, respectively. <xref ref-type="bibr" rid="bib1.bibx50" id="text.56"/> showed that the semi-annual variation is indeed present in the AL index. As the auroral westward current represented by AL is associated with the substorm-related energetic particle precipitation in the auroral ionosphere, the semi-annual variation in AL is consistent with the semi-annual variation exhibited by the substorms (present work). On the other hand, the eastward auroral current/AU is mainly contributed by the dayside ionospheric conductivity that exhibits a summer solstice maximum as suggested by <xref ref-type="bibr" rid="bib1.bibx95" id="text.57"/> and <xref ref-type="bibr" rid="bib1.bibx82" id="text.58"/>.</p>
      <p id="d1e2008">Among the solar-wind–magnetosphere coupling parameters, <inline-formula><mml:math id="M101" display="inline"><mml:mrow><mml:msub><mml:mtext>VB</mml:mtext><mml:mi mathvariant="normal">s</mml:mi></mml:msub></mml:mrow></mml:math></inline-formula> (Fig. <xref ref-type="fig" rid="Ch1.F2"/>l, legend on the left) exhibits a semi-annual variation, with larger average values during February–April months, another sharp peak during October and with a solstice minimum. For the monthly mean IMF <inline-formula><mml:math id="M102" display="inline"><mml:mrow><mml:msub><mml:mi>B</mml:mi><mml:mn mathvariant="normal">0</mml:mn></mml:msub></mml:mrow></mml:math></inline-formula> (Fig. <xref ref-type="fig" rid="Ch1.F2"/>j), a clear minimum can be noted during July, and <inline-formula><mml:math id="M103" display="inline"><mml:mrow><mml:msub><mml:mi>B</mml:mi><mml:mn mathvariant="normal">0</mml:mn></mml:msub></mml:mrow></mml:math></inline-formula> increases gradually on both sides of July. No clear seasonal features can be inferred from the variations of the monthly mean <inline-formula><mml:math id="M104" display="inline"><mml:mrow><mml:msub><mml:mi>V</mml:mi><mml:mtext>sw</mml:mtext></mml:msub></mml:mrow></mml:math></inline-formula> (Fig. <xref ref-type="fig" rid="Ch1.F2"/>k, legend on the left) or Akasofu <inline-formula><mml:math id="M105" display="inline"><mml:mi mathvariant="italic">ϵ</mml:mi></mml:math></inline-formula> parameter (Fig. <xref ref-type="fig" rid="Ch1.F2"/>l, legend on the right). However, <inline-formula><mml:math id="M106" display="inline"><mml:mrow><mml:msub><mml:mi>D</mml:mi><mml:mn mathvariant="normal">500</mml:mn></mml:msub></mml:mrow></mml:math></inline-formula> (Fig. <xref ref-type="fig" rid="Ch1.F2"/>k, legend on the right) exhibits two clear peaks around March and September, with prominently lower values during solstices.</p>
</sec>
<sec id="Ch1.S3.SSx2" specific-use="unnumbered">
  <title>Periodogram analysis</title>
      <p id="d1e2090">It should be noted that the seasonal features as described above (Fig. <xref ref-type="fig" rid="Ch1.F2"/>) present an average scenario composed by superposition of several solar cycles. The seasonal features may vary from one solar cycle to the other. In Fig. <xref ref-type="fig" rid="Ch1.F3"/> we have performed the Lomb–Scargle periodogram analysis of the above events and parameters. For this purpose, we use the monthly means of <inline-formula><mml:math id="M107" display="inline"><mml:mrow><mml:msub><mml:mi>F</mml:mi><mml:mn mathvariant="normal">10.7</mml:mn></mml:msub></mml:mrow></mml:math></inline-formula>, Dst, ap, AE, <inline-formula><mml:math id="M108" display="inline"><mml:mrow><mml:msub><mml:mi>B</mml:mi><mml:mn mathvariant="normal">0</mml:mn></mml:msub></mml:mrow></mml:math></inline-formula>, <inline-formula><mml:math id="M109" display="inline"><mml:mrow><mml:msub><mml:mi>V</mml:mi><mml:mtext>sw</mml:mtext></mml:msub></mml:mrow></mml:math></inline-formula>, <inline-formula><mml:math id="M110" display="inline"><mml:mrow><mml:msub><mml:mi>D</mml:mi><mml:mn mathvariant="normal">500</mml:mn></mml:msub></mml:mrow></mml:math></inline-formula>, <inline-formula><mml:math id="M111" display="inline"><mml:mrow><mml:msub><mml:mtext>VB</mml:mtext><mml:mi mathvariant="normal">s</mml:mi></mml:msub></mml:mrow></mml:math></inline-formula> and <inline-formula><mml:math id="M112" display="inline"><mml:mi mathvariant="italic">ϵ</mml:mi></mml:math></inline-formula>, as well as the monthly numbers of substorms, HILDCAAs and magnetic storms of varying intensity. In the left panel of Fig. <xref ref-type="fig" rid="Ch1.F3"/>, the periodograms are based on the original data of 1-month resolution, while the right panel shows the periodograms after filtering out the dominating <inline-formula><mml:math id="M113" display="inline"><mml:mrow><mml:mo>∼</mml:mo><mml:mn mathvariant="normal">11</mml:mn></mml:mrow></mml:math></inline-formula>-year periodicity from the data. It can be noted that the filtering helps to better identify the shorter-scale periodicities in the time series.</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="d1e2174">Lomb–Scargle periodograms. From top to bottom, the panels show the normalized power of periods for the monthly mean <bold>(a, b)</bold> solar <inline-formula><mml:math id="M114" display="inline"><mml:mrow><mml:msub><mml:mi>F</mml:mi><mml:mn mathvariant="normal">10.7</mml:mn></mml:msub></mml:mrow></mml:math></inline-formula> flux; monthly numbers of <bold>(c, d)</bold> substorms and HILDCAAs; <bold>(e, f)</bold> all magnetic storms, moderate storms, and intense storms; monthly mean <bold>(g–h)</bold> geomagnetic indices Dst, ap, and AE; <bold>(i–j)</bold> solar wind parameters IMF <inline-formula><mml:math id="M115" display="inline"><mml:mrow><mml:msub><mml:mi>B</mml:mi><mml:mn mathvariant="normal">0</mml:mn></mml:msub></mml:mrow></mml:math></inline-formula>, <inline-formula><mml:math id="M116" display="inline"><mml:mrow><mml:msub><mml:mi>V</mml:mi><mml:mtext>sw</mml:mtext></mml:msub></mml:mrow></mml:math></inline-formula>, and <inline-formula><mml:math id="M117" display="inline"><mml:mrow><mml:msub><mml:mi>D</mml:mi><mml:mn mathvariant="normal">500</mml:mn></mml:msub></mml:mrow></mml:math></inline-formula>; and <bold>(k–l)</bold> <inline-formula><mml:math id="M118" display="inline"><mml:mrow><mml:msub><mml:mtext>VB</mml:mtext><mml:mi mathvariant="normal">s</mml:mi></mml:msub></mml:mrow></mml:math></inline-formula> and <inline-formula><mml:math id="M119" display="inline"><mml:mi mathvariant="italic">ϵ</mml:mi></mml:math></inline-formula> parameter, respectively. The left panels correspond to periodograms of the original database without any filtering, while the right panels correspond to periodograms after filtering out the 11-year periodicity from the database. Horizontal dot-dashed lines in each panel indicate <inline-formula><mml:math id="M120" display="inline"><mml:mrow><mml:mo>&gt;</mml:mo><mml:mn mathvariant="normal">95</mml:mn></mml:mrow></mml:math></inline-formula>% significance levels of the corresponding parameters shown by different colors. Note that the <inline-formula><mml:math id="M121" display="inline"><mml:mi>x</mml:mi></mml:math></inline-formula> axes have different scaling for the left and right panels.</p></caption>
          <?xmltex \igopts{width=341.433071pt}?><graphic xlink:href="https://angeo.copernicus.org/articles/39/929/2021/angeo-39-929-2021-f03.png"/>

        </fig>

      <?pagebreak page934?><p id="d1e2282">As expected, the <inline-formula><mml:math id="M122" display="inline"><mml:mrow><mml:msub><mml:mi>F</mml:mi><mml:mn mathvariant="normal">10.7</mml:mn></mml:msub></mml:mrow></mml:math></inline-formula> solar flux shows a prominent (at <inline-formula><mml:math id="M123" display="inline"><mml:mrow><mml:mo>&gt;</mml:mo><mml:mn mathvariant="normal">95</mml:mn></mml:mrow></mml:math></inline-formula>% significance level) <inline-formula><mml:math id="M124" display="inline"><mml:mrow><mml:mo>∼</mml:mo><mml:mn mathvariant="normal">11</mml:mn></mml:mrow></mml:math></inline-formula>-year periodicity (Fig. <xref ref-type="fig" rid="Ch1.F3"/>a) and no shorter-scale variation (Fig. <xref ref-type="fig" rid="Ch1.F3"/>b). A dominating <inline-formula><mml:math id="M125" display="inline"><mml:mrow><mml:mo>∼</mml:mo><mml:mn mathvariant="normal">11</mml:mn></mml:mrow></mml:math></inline-formula>-year periodicity can also be observed in substorms; HILDCAAs (Fig. <xref ref-type="fig" rid="Ch1.F3"/>c); magnetic storms of varying intensity (Fig. <xref ref-type="fig" rid="Ch1.F3"/>e); the geomagnetic indices Dst, ap, and AE (Fig. <xref ref-type="fig" rid="Ch1.F3"/>g); in the solar wind/interplanetary parameters IMF <inline-formula><mml:math id="M126" display="inline"><mml:mrow><mml:msub><mml:mi>B</mml:mi><mml:mn mathvariant="normal">0</mml:mn></mml:msub></mml:mrow></mml:math></inline-formula>, <inline-formula><mml:math id="M127" display="inline"><mml:mrow><mml:msub><mml:mi>V</mml:mi><mml:mtext>sw</mml:mtext></mml:msub></mml:mrow></mml:math></inline-formula>, and <inline-formula><mml:math id="M128" display="inline"><mml:mrow><mml:msub><mml:mi>D</mml:mi><mml:mn mathvariant="normal">500</mml:mn></mml:msub></mml:mrow></mml:math></inline-formula> (Fig. <xref ref-type="fig" rid="Ch1.F3"/>i); and the solar-wind–magnetosphere coupling functions <inline-formula><mml:math id="M129" display="inline"><mml:mrow><mml:msub><mml:mtext>VB</mml:mtext><mml:mi mathvariant="normal">s</mml:mi></mml:msub></mml:mrow></mml:math></inline-formula> and <inline-formula><mml:math id="M130" display="inline"><mml:mi mathvariant="italic">ϵ</mml:mi></mml:math></inline-formula> (Fig. <xref ref-type="fig" rid="Ch1.F3"/>k). However, we are interested in the annual or shorter-scale periodicities in the events and parameters. Thus, the Lomb–Scargle periodograms are also performed after filtering out this dominating <inline-formula><mml:math id="M131" display="inline"><mml:mrow><mml:mo>∼</mml:mo><mml:mn mathvariant="normal">11</mml:mn></mml:mrow></mml:math></inline-formula>-year periodicity from the data. The same is shown in the right panel of Fig. <xref ref-type="fig" rid="Ch1.F3"/>.</p>

<?xmltex \floatpos{t}?><table-wrap id="Ch1.T3"><?xmltex \currentcnt{3}?><label>Table 3</label><caption><p id="d1e2410">Significant (at the <inline-formula><mml:math id="M132" display="inline"><mml:mrow><mml:mo>&gt;</mml:mo><mml:mn mathvariant="normal">95</mml:mn></mml:mrow></mml:math></inline-formula>% level) periods less than <?xmltex \hack{\mbox\bgroup}?><inline-formula><mml:math id="M133" display="inline"><mml:mrow><mml:mo>∼</mml:mo><mml:mn mathvariant="normal">11</mml:mn></mml:mrow></mml:math></inline-formula> years<?xmltex \hack{\egroup}?> obtained from the Lomb–Scargle periodogram analysis. Periods are ordered from higher power to lower.</p></caption><oasis:table frame="topbot"><oasis:tgroup cols="2">
     <oasis:colspec colnum="1" colname="col1" align="left"/>
     <oasis:colspec colnum="2" colname="col2" align="left"/>
     <oasis:thead>
       <oasis:row rowsep="1">
         <oasis:entry colname="col1">Events/parameters</oasis:entry>
         <oasis:entry colname="col2">Period (year)</oasis:entry>
       </oasis:row>
     </oasis:thead>
     <oasis:tbody>
       <oasis:row rowsep="1">
         <oasis:entry namest="col1" nameend="col2">Geomagnetic activity </oasis:entry>
       </oasis:row>
       <oasis:row>
         <oasis:entry colname="col1">Substorms</oasis:entry>
         <oasis:entry colname="col2">0.5, 4.2</oasis:entry>
       </oasis:row>
       <oasis:row>
         <oasis:entry colname="col1">HILDCAAs</oasis:entry>
         <oasis:entry colname="col2">4.1</oasis:entry>
       </oasis:row>
       <oasis:row>
         <oasis:entry colname="col1">All storms</oasis:entry>
         <oasis:entry colname="col2">0.5</oasis:entry>
       </oasis:row>
       <oasis:row>
         <oasis:entry colname="col1">Moderate storms</oasis:entry>
         <oasis:entry colname="col2">0.5</oasis:entry>
       </oasis:row>
       <oasis:row>
         <oasis:entry colname="col1">Intense storms</oasis:entry>
         <oasis:entry colname="col2">0.5</oasis:entry>
       </oasis:row>
       <oasis:row rowsep="1">
         <oasis:entry colname="col1">Super storms</oasis:entry>
         <oasis:entry colname="col2">No</oasis:entry>
       </oasis:row>
       <oasis:row rowsep="1">
         <oasis:entry namest="col1" nameend="col2">Geomagnetic indices </oasis:entry>
       </oasis:row>
       <oasis:row>
         <oasis:entry colname="col1">Dst</oasis:entry>
         <oasis:entry colname="col2">0.5</oasis:entry>
       </oasis:row>
       <oasis:row>
         <oasis:entry colname="col1">ap</oasis:entry>
         <oasis:entry colname="col2">0.5</oasis:entry>
       </oasis:row>
       <oasis:row rowsep="1">
         <oasis:entry colname="col1">AE</oasis:entry>
         <oasis:entry colname="col2">1.0</oasis:entry>
       </oasis:row>
       <oasis:row rowsep="1">
         <oasis:entry namest="col1" nameend="col2">Solar wind parameters </oasis:entry>
       </oasis:row>
       <oasis:row>
         <oasis:entry colname="col1"><inline-formula><mml:math id="M134" display="inline"><mml:mrow><mml:msub><mml:mi>B</mml:mi><mml:mn mathvariant="normal">0</mml:mn></mml:msub></mml:mrow></mml:math></inline-formula></oasis:entry>
         <oasis:entry colname="col2">8.0</oasis:entry>
       </oasis:row>
       <oasis:row>
         <oasis:entry colname="col1"><inline-formula><mml:math id="M135" display="inline"><mml:mrow><mml:msub><mml:mi>V</mml:mi><mml:mtext>sw</mml:mtext></mml:msub></mml:mrow></mml:math></inline-formula></oasis:entry>
         <oasis:entry colname="col2">8.3, 4.7, 1.1</oasis:entry>
       </oasis:row>
       <oasis:row>
         <oasis:entry colname="col1"><inline-formula><mml:math id="M136" display="inline"><mml:mrow><mml:msub><mml:mi>D</mml:mi><mml:mn mathvariant="normal">500</mml:mn></mml:msub></mml:mrow></mml:math></inline-formula></oasis:entry>
         <oasis:entry colname="col2">8.3, 7.0, 5.4, 4.8, 4.3, 3.6, 1.1</oasis:entry>
       </oasis:row>
       <oasis:row>
         <oasis:entry colname="col1"><inline-formula><mml:math id="M137" display="inline"><mml:mrow><mml:msub><mml:mtext>VB</mml:mtext><mml:mi mathvariant="normal">s</mml:mi></mml:msub></mml:mrow></mml:math></inline-formula></oasis:entry>
         <oasis:entry colname="col2">0.5</oasis:entry>
       </oasis:row>
       <oasis:row>
         <oasis:entry colname="col1"><inline-formula><mml:math id="M138" display="inline"><mml:mi mathvariant="italic">ϵ</mml:mi></mml:math></inline-formula></oasis:entry>
         <oasis:entry colname="col2">8.1</oasis:entry>
       </oasis:row>
     </oasis:tbody>
   </oasis:tgroup></oasis:table></table-wrap>

      <p id="d1e2647">Table <xref ref-type="table" rid="Ch1.T3"/> lists the significant periodicities which are less than the <inline-formula><mml:math id="M139" display="inline"><mml:mrow><mml:mo>∼</mml:mo><mml:mn mathvariant="normal">11</mml:mn></mml:mrow></mml:math></inline-formula>-year solar cycle period. As clear from Fig. <xref ref-type="fig" rid="Ch1.F3"/> and Table <xref ref-type="table" rid="Ch1.T3"/>, substorms (Fig. <xref ref-type="fig" rid="Ch1.F3"/>d) and moderate and intense geomagnetic storms (Fig. <xref ref-type="fig" rid="Ch1.F3"/>f) exhibit prominent semi-annual (<inline-formula><mml:math id="M140" display="inline"><mml:mrow><mml:mo>∼</mml:mo><mml:mn mathvariant="normal">6</mml:mn></mml:mrow></mml:math></inline-formula>-month period) variation. However, the super storms do not exhibit any clear variation pattern (not shown). HILDCAAs (Fig. <xref ref-type="fig" rid="Ch1.F3"/>d), on the other hand, exhibit a <inline-formula><mml:math id="M141" display="inline"><mml:mrow><mml:mo>∼</mml:mo><mml:mn mathvariant="normal">4.1</mml:mn></mml:mrow></mml:math></inline-formula>-year periodicity, while no annual or lower-scale variation was recorded. However, it should be noted that very low monthly numbers of HILDCAAs and super storms during different years may introduce significant artifacts to the corresponding spectral/periodogram analysis. Thus, the results of the periodogram analysis for HILDCAAs and super storms cannot be fully trusted.</p>
      <p id="d1e2693">Both the ap and Dst indices exhibit a clear <inline-formula><mml:math id="M142" display="inline"><mml:mrow><mml:mo>∼</mml:mo><mml:mn mathvariant="normal">6</mml:mn></mml:mrow></mml:math></inline-formula>-month periodicity (Fig. <xref ref-type="fig" rid="Ch1.F3"/>h). However, the AE index exhibits an annual variation but no semi-annual variation.</p>
      <p id="d1e2708">The solar wind/interplanetary and coupling functions exhibit more complex periodicity (lower than <inline-formula><mml:math id="M143" display="inline"><mml:mrow><mml:mo>∼</mml:mo><mml:mn mathvariant="normal">11</mml:mn></mml:mrow></mml:math></inline-formula> years). The IMF <inline-formula><mml:math id="M144" display="inline"><mml:mrow><mml:msub><mml:mi>B</mml:mi><mml:mn mathvariant="normal">0</mml:mn></mml:msub></mml:mrow></mml:math></inline-formula> (Fig. <xref ref-type="fig" rid="Ch1.F3"/>i) and <inline-formula><mml:math id="M145" display="inline"><mml:mi mathvariant="italic">ϵ</mml:mi></mml:math></inline-formula> parameter (Fig. <xref ref-type="fig" rid="Ch1.F3"/>k) exhibit <inline-formula><mml:math id="M146" display="inline"><mml:mrow><mml:mo>∼</mml:mo><mml:mn mathvariant="normal">8</mml:mn></mml:mrow></mml:math></inline-formula>-year periodicity but no annual or lower-scale periodicity (Fig. <xref ref-type="fig" rid="Ch1.F3"/>j and l). The solar wind <inline-formula><mml:math id="M147" display="inline"><mml:mrow><mml:msub><mml:mi>V</mml:mi><mml:mtext>sw</mml:mtext></mml:msub></mml:mrow></mml:math></inline-formula> and <inline-formula><mml:math id="M148" display="inline"><mml:mrow><mml:msub><mml:mi>D</mml:mi><mml:mn mathvariant="normal">500</mml:mn></mml:msub></mml:mrow></mml:math></inline-formula> (Fig. <xref ref-type="fig" rid="Ch1.F3"/>j) exhibit several periodicities in the range of <inline-formula><mml:math id="M149" display="inline"><mml:mrow><mml:mo>∼</mml:mo><mml:mn mathvariant="normal">4</mml:mn></mml:mrow></mml:math></inline-formula>–8 years and a significant annual variation (periodicity <inline-formula><mml:math id="M150" display="inline"><mml:mrow><mml:mo>∼</mml:mo><mml:mn mathvariant="normal">1</mml:mn></mml:mrow></mml:math></inline-formula> year). The coupling function <inline-formula><mml:math id="M151" display="inline"><mml:mrow><mml:msub><mml:mtext>VB</mml:mtext><mml:mi mathvariant="normal">s</mml:mi></mml:msub></mml:mrow></mml:math></inline-formula> exhibits a prominent semi-annual variation (Fig. <xref ref-type="fig" rid="Ch1.F3"/>l). The <inline-formula><mml:math id="M152" display="inline"><mml:mrow><mml:msub><mml:mi>V</mml:mi><mml:mtext>sw</mml:mtext></mml:msub></mml:mrow></mml:math></inline-formula> periodicities detected in the present work are consistent with results reported previously <xref ref-type="bibr" rid="bib1.bibx92 bib1.bibx21 bib1.bibx22 bib1.bibx31 bib1.bibx41" id="paren.59"><named-content content-type="pre">e.g.,</named-content><named-content content-type="post">and references therein</named-content></xref>. For example, <xref ref-type="bibr" rid="bib1.bibx21" id="text.60"/> reported <inline-formula><mml:math id="M153" display="inline"><mml:mrow><mml:mo>∼</mml:mo><mml:mn mathvariant="normal">9.6</mml:mn></mml:mrow></mml:math></inline-formula>-year periodicity in <inline-formula><mml:math id="M154" display="inline"><mml:mrow><mml:msub><mml:mi>V</mml:mi><mml:mtext>sw</mml:mtext></mml:msub></mml:mrow></mml:math></inline-formula> arising from the coronal hole variations in the southern hemisphere of the Sun. <xref ref-type="bibr" rid="bib1.bibx22" id="text.61"/> discussed multiple <inline-formula><mml:math id="M155" display="inline"><mml:mrow><mml:msub><mml:mi>V</mml:mi><mml:mtext>sw</mml:mtext></mml:msub></mml:mrow></mml:math></inline-formula> periodicities in the 1–2-, 2–4-, 4–8- and 8–16-year bands. Recently, <xref ref-type="bibr" rid="bib1.bibx41" id="text.62"/> reported significant <inline-formula><mml:math id="M156" display="inline"><mml:mrow><mml:msub><mml:mi>V</mml:mi><mml:mtext>sw</mml:mtext></mml:msub></mml:mrow></mml:math></inline-formula> periodicities of <inline-formula><mml:math id="M157" display="inline"><mml:mrow><mml:mo>∼</mml:mo><mml:mn mathvariant="normal">3</mml:mn></mml:mrow></mml:math></inline-formula>, <inline-formula><mml:math id="M158" display="inline"><mml:mrow><mml:mo>∼</mml:mo><mml:mn mathvariant="normal">4</mml:mn></mml:mrow></mml:math></inline-formula>, <inline-formula><mml:math id="M159" display="inline"><mml:mrow><mml:mo>∼</mml:mo><mml:mn mathvariant="normal">10</mml:mn></mml:mrow></mml:math></inline-formula> and <inline-formula><mml:math id="M160" display="inline"><mml:mrow><mml:mo>∼</mml:mo><mml:mn mathvariant="normal">16</mml:mn></mml:mrow></mml:math></inline-formula> years and discussed their important role in space climatology.</p>
      <?pagebreak page935?><p id="d1e2926">The results shown in Fig. <xref ref-type="fig" rid="Ch1.F3"/> and Table <xref ref-type="table" rid="Ch1.T3"/> are consistent with those in Fig. <xref ref-type="fig" rid="Ch1.F2"/>. From the above analyses, the coupling function <inline-formula><mml:math id="M161" display="inline"><mml:mrow><mml:msub><mml:mtext>VB</mml:mtext><mml:mi mathvariant="normal">s</mml:mi></mml:msub></mml:mrow></mml:math></inline-formula> which exhibits a <inline-formula><mml:math id="M162" display="inline"><mml:mrow><mml:mo>∼</mml:mo><mml:mn mathvariant="normal">6</mml:mn></mml:mrow></mml:math></inline-formula>-month periodicity can be inferred as the driver of the semi-annual variations in substorms, moderate and intense storms, and in the geomagnetic indices Dst and ap. On the other hand, the <inline-formula><mml:math id="M163" display="inline"><mml:mrow><mml:mo>∼</mml:mo><mml:mn mathvariant="normal">1</mml:mn></mml:mrow></mml:math></inline-formula>-year periodicity in <inline-formula><mml:math id="M164" display="inline"><mml:mrow><mml:msub><mml:mi>V</mml:mi><mml:mtext>sw</mml:mtext></mml:msub></mml:mrow></mml:math></inline-formula>/<inline-formula><mml:math id="M165" display="inline"><mml:mrow><mml:msub><mml:mi>D</mml:mi><mml:mn mathvariant="normal">500</mml:mn></mml:msub></mml:mrow></mml:math></inline-formula> can be a source of the annual variation in the AE index. In addition, the <inline-formula><mml:math id="M166" display="inline"><mml:mrow><mml:mo>∼</mml:mo><mml:mn mathvariant="normal">4.1</mml:mn></mml:mrow></mml:math></inline-formula>-year periodicity in HILDCAAs seems to be associated with the solar wind <inline-formula><mml:math id="M167" display="inline"><mml:mrow><mml:msub><mml:mi>V</mml:mi><mml:mtext>sw</mml:mtext></mml:msub></mml:mrow></mml:math></inline-formula> variation in the same range. Detailed analyses of the events and/or parameters which exhibit the annual and/or semi-annual variations are shown in Sect. <xref ref-type="sec" rid="Ch1.S3.SS2"/>. For a detailed analysis of the longer-scale variations of the geomagnetic activity, the geomagnetic indices, and the solar-wind–magnetosphere coupling, which is beyond the scope of this present work, we refer the reader to <xref ref-type="bibr" rid="bib1.bibx41" id="text.63"/>.</p>
</sec>
<sec id="Ch1.S3.SS2">
  <label>3.2</label><title>Solar activity dependence</title>
      <p id="d1e3024">The solar cycle variations of the seasonal features described in Sect. <xref ref-type="sec" rid="Ch1.S3.SS1"/> are explored in Figs. <xref ref-type="fig" rid="Ch1.F4"/> to <xref ref-type="fig" rid="Ch1.F11"/>. They show the variations of the substorms (Fig. <xref ref-type="fig" rid="Ch1.F4"/>); the moderate (Fig. <xref ref-type="fig" rid="Ch1.F5"/>) and intense (Fig. <xref ref-type="fig" rid="Ch1.F6"/>) magnetic storms; the geomagnetic Dst (Fig. <xref ref-type="fig" rid="Ch1.F7"/>), ap (Fig. <xref ref-type="fig" rid="Ch1.F8"/>), and AE (Fig. <xref ref-type="fig" rid="Ch1.F9"/>) indices; the solar wind plasma speed <inline-formula><mml:math id="M168" display="inline"><mml:mrow><mml:msub><mml:mi>V</mml:mi><mml:mtext>sw</mml:mtext></mml:msub></mml:mrow></mml:math></inline-formula> (Fig. <xref ref-type="fig" rid="Ch1.F10"/>); and the coupling function <inline-formula><mml:math id="M169" display="inline"><mml:mrow><mml:msub><mml:mtext>VB</mml:mtext><mml:mi mathvariant="normal">s</mml:mi></mml:msub></mml:mrow></mml:math></inline-formula> (Fig. <xref ref-type="fig" rid="Ch1.F11"/>). The format is identical for all these figures: for the geomagnetic events (the solar wind/interplanetary parameters), panel c shows the year–month contour plot of the number of the events (the mean values of the parameters) in each month of the observing years. The values of different colors are given in the legend at the bottom. Panel d shows the yearly mean <inline-formula><mml:math id="M170" display="inline"><mml:mrow><mml:msub><mml:mi>F</mml:mi><mml:mn mathvariant="normal">10.7</mml:mn></mml:msub></mml:mrow></mml:math></inline-formula> solar flux. The solar minima are marked by the horizontal dot-dashed lines in the bottom panels c–d. Panel b shows the monthly numbers of the events per a year of observation (the monthly mean values of the parameters) during each solar cycle, while panel a shows the same during groups of the even, odd, strong, weak and all solar cycles.</p>

<?xmltex \floatpos{t}?><table-wrap id="Ch1.T4"><?xmltex \currentcnt{4}?><label>Table 4</label><caption><p id="d1e3087">Seasonal modulation (%) between the equinoctial maximum and the solstice minimum for the events and the parameters with the semi-annual variation during the weak and strong solar cycles, as well as the odd and even solar cycles (defined in Sect. <xref ref-type="sec" rid="Ch1.S2"/>).</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="center"/>
     <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">Events/</oasis:entry>
         <oasis:entry colname="col2">Weak</oasis:entry>
         <oasis:entry colname="col3">Strong</oasis:entry>
         <oasis:entry colname="col4">Odd</oasis:entry>
         <oasis:entry colname="col5">Even</oasis:entry>
       </oasis:row>
       <oasis:row>
         <oasis:entry colname="col1">parameters</oasis:entry>
         <oasis:entry colname="col2">solar</oasis:entry>
         <oasis:entry colname="col3">solar</oasis:entry>
         <oasis:entry colname="col4">solar</oasis:entry>
         <oasis:entry colname="col5">solar</oasis:entry>
       </oasis:row>
       <oasis:row rowsep="1">
         <oasis:entry colname="col1"/>
         <oasis:entry colname="col2">cycle</oasis:entry>
         <oasis:entry colname="col3">cycle</oasis:entry>
         <oasis:entry colname="col4">cycle</oasis:entry>
         <oasis:entry colname="col5">cycle</oasis:entry>
       </oasis:row>
     </oasis:thead>
     <oasis:tbody>
       <oasis:row>
         <oasis:entry colname="col1">Substorms</oasis:entry>
         <oasis:entry colname="col2">55</oasis:entry>
         <oasis:entry colname="col3">46</oasis:entry>
         <oasis:entry colname="col4">49</oasis:entry>
         <oasis:entry colname="col5">66</oasis:entry>
       </oasis:row>
       <oasis:row>
         <oasis:entry colname="col1">All storms</oasis:entry>
         <oasis:entry colname="col2">85</oasis:entry>
         <oasis:entry colname="col3">76</oasis:entry>
         <oasis:entry colname="col4">76</oasis:entry>
         <oasis:entry colname="col5">78</oasis:entry>
       </oasis:row>
       <oasis:row>
         <oasis:entry colname="col1">Moderate storms</oasis:entry>
         <oasis:entry colname="col2">92</oasis:entry>
         <oasis:entry colname="col3">73</oasis:entry>
         <oasis:entry colname="col4">68</oasis:entry>
         <oasis:entry colname="col5">77</oasis:entry>
       </oasis:row>
       <oasis:row>
         <oasis:entry colname="col1">Intense storms</oasis:entry>
         <oasis:entry colname="col2">92</oasis:entry>
         <oasis:entry colname="col3">100</oasis:entry>
         <oasis:entry colname="col4">133</oasis:entry>
         <oasis:entry colname="col5">105</oasis:entry>
       </oasis:row>
       <oasis:row>
         <oasis:entry colname="col1">Dst</oasis:entry>
         <oasis:entry colname="col2">67</oasis:entry>
         <oasis:entry colname="col3">85</oasis:entry>
         <oasis:entry colname="col4">96</oasis:entry>
         <oasis:entry colname="col5">79</oasis:entry>
       </oasis:row>
       <oasis:row>
         <oasis:entry colname="col1">ap</oasis:entry>
         <oasis:entry colname="col2">40</oasis:entry>
         <oasis:entry colname="col3">37</oasis:entry>
         <oasis:entry colname="col4">38</oasis:entry>
         <oasis:entry colname="col5">46</oasis:entry>
       </oasis:row>
       <oasis:row>
         <oasis:entry colname="col1"><inline-formula><mml:math id="M171" display="inline"><mml:mrow><mml:msub><mml:mtext>VB</mml:mtext><mml:mi mathvariant="normal">s</mml:mi></mml:msub></mml:mrow></mml:math></inline-formula></oasis:entry>
         <oasis:entry colname="col2">54</oasis:entry>
         <oasis:entry colname="col3">57</oasis:entry>
         <oasis:entry colname="col4">53</oasis:entry>
         <oasis:entry colname="col5">40</oasis:entry>
       </oasis:row>
     </oasis:tbody>
   </oasis:tgroup>

</oasis:table><?xmltex \hack{\vspace*{3mm}}?></table-wrap>

      <?xmltex \floatpos{t}?><fig id="Ch1.F4"><?xmltex \currentcnt{4}?><?xmltex \def\figurename{Figure}?><label>Figure 4</label><caption><p id="d1e3306">Substorms from 1976 to 2019. Panel <bold>(c)</bold> shows the year–month contour plot of the number of substorms in each month of the years 1976–2019. The values of different colors are given in the legend at the bottom. Data gaps are shown by crosses. Panel <bold>(d)</bold> shows the yearly mean <inline-formula><mml:math id="M172" display="inline"><mml:mrow><mml:msub><mml:mi>F</mml:mi><mml:mn mathvariant="normal">10.7</mml:mn></mml:msub></mml:mrow></mml:math></inline-formula> solar flux. Panel <bold>(b)</bold> shows the monthly numbers of substorms per a year of observation during each solar cycles, and panel <bold>(a)</bold> shows the same during groups of the even, odd, strong, weak and all solar cycles. For details on the grouping of the solar cycles, see the text. The solar minima are marked by horizontal dot-dashed lines.</p></caption>
          <?xmltex \igopts{width=213.395669pt}?><graphic xlink:href="https://angeo.copernicus.org/articles/39/929/2021/angeo-39-929-2021-f04.png"/>

          <?xmltex \hack{\vspace*{3mm}}?>
        </fig>

      <p id="d1e3341">Table <xref ref-type="table" rid="Ch1.T4"/> lists a “seasonal modulation” parameter defined as the difference between the equinoctial maximum and the solstice minimum expressed as the percentage of the yearly mean value for the events and parameters exhibiting the semi-annual variation. The modulation parameter can be taken as a measure of the seasonal/semi-annual variability. The larger the value of the parameter, the stronger the semi-annual variability. Large variation in the seasonal modulation can be noted from the table. For substorms, all storms, moderate storms and the ap index, seasonal modulations are larger during the weak cycles (even cycles) than the strong cycles (odd cycles). However, the modulations are larger during the strong cycles (odd cycles) than the weak cycles (even cycles) for the intense storms, the Dst index and the coupling function <inline-formula><mml:math id="M173" display="inline"><mml:mrow><mml:msub><mml:mtext>VB</mml:mtext><mml:mi mathvariant="normal">s</mml:mi></mml:msub></mml:mrow></mml:math></inline-formula>. The explanation is not known at present. However, it is interesting to note that the intense storms (and thus the strong Dst associated with intense <inline-formula><mml:math id="M174" display="inline"><mml:mrow><mml:msub><mml:mtext>VB</mml:mtext><mml:mi mathvariant="normal">s</mml:mi></mml:msub></mml:mrow></mml:math></inline-formula>) are mainly driven by the interplanetary coronal mass ejections (ICMEs). On the other hand, the moderate storms, substorms, and the ap index variations are associated with both ICMEs, and the corotating interaction regions (CIRs) between the slow streams and HSSs <xref ref-type="bibr" rid="bib1.bibx85 bib1.bibx87 bib1.bibx27 bib1.bibx69 bib1.bibx19 bib1.bibx34 bib1.bibx78 bib1.bibx55 bib1.bibx52 bib1.bibx90" id="paren.64"><named-content content-type="pre">e.g.,</named-content><named-content content-type="post">and references therein</named-content></xref>. The strong cycles are expected to be characterized by more solar transient events like ICMEs than during the weak cycles. However, recent studies show lower numbers and reduced geoeffectiveness of both CIRs and ICMEs during the weak cycles than during the strong cycles <xref ref-type="bibr" rid="bib1.bibx77 bib1.bibx28 bib1.bibx46 bib1.bibx60 bib1.bibx81 bib1.bibx33" id="paren.65"><named-content content-type="pre">e.g.,</named-content><named-content content-type="post">and references therein</named-content></xref>. This calls for a further study to explain the above results.</p>

      <?xmltex \floatpos{t}?><fig id="Ch1.F5"><?xmltex \currentcnt{5}?><?xmltex \def\figurename{Figure}?><label>Figure 5</label><caption><p id="d1e3384">Moderate geomagnetic storms from 1963 to 2019. The panels are in the same format as in Fig. <xref ref-type="fig" rid="Ch1.F4"/>.</p></caption>
          <?xmltex \igopts{width=213.395669pt}?><graphic xlink:href="https://angeo.copernicus.org/articles/39/929/2021/angeo-39-929-2021-f05.png"/>

        </fig>

<?xmltex \hack{\newpage}?>
<?pagebreak page936?><sec id="Ch1.S3.SS2.SSS1">
  <label>3.2.1</label><title>Substorms</title>
      <p id="d1e3404">From Fig. <xref ref-type="fig" rid="Ch1.F4"/>c it can be seen that in any solar cycle, the peak substorm occurrence rates are noted during the descending phase, followed by the occurrence minimum during the solar minimum to early ascending phase. From the four complete solar cycles (SC21–SC24) of the substorm observations, two prominent peaks can be noted in the years of 1994 and 2003, which are in the descending phases of SC22 and SC23, respectively.</p>
      <p id="d1e3409">On the seasonal basis, two peaks around the months of March and October can be observed from the year–month contour plot (Fig. <xref ref-type="fig" rid="Ch1.F4"/>c), which is also reflected in the monthly superposed plots (Fig. <xref ref-type="fig" rid="Ch1.F4"/>a–b). However, this “semi-annual” variation exhibits a large asymmetry in amplitude and duration between the spring and fall equinoxes. For example, in the year 1994, the substorm occurrence peak during February–May is significantly larger than the occurrences during October. On the other hand, during 2003, while the occurrence peak is noted in November, comparable occurrences are clear almost during the entire year.</p>
      <p id="d1e3416">When separated on the basis of the solar cycles (Fig. <xref ref-type="fig" rid="Ch1.F4"/>a–b), the smallest numbers of events are observed during SC24. Interestingly, the spring occurrences are the strongest in SC22 and the fall occurrences are the strongest in SC23. Another noteworthy feature is that the occurrence rates during the even and weak solar cycles are lower than during the odd and strong cycles, respectively. However, the seasonal modulation between the equinoctial maximum and the solstice minimum is comparable between the weak (<inline-formula><mml:math id="M175" display="inline"><mml:mrow><mml:mo>∼</mml:mo><mml:mn mathvariant="normal">55</mml:mn><mml:mspace linebreak="nobreak" width="0.125em"/><mml:mi mathvariant="italic">%</mml:mi></mml:mrow></mml:math></inline-formula>) and strong (<inline-formula><mml:math id="M176" display="inline"><mml:mrow><mml:mo>∼</mml:mo><mml:mn mathvariant="normal">46</mml:mn><mml:mspace width="0.125em" linebreak="nobreak"/><mml:mi mathvariant="italic">%</mml:mi></mml:mrow></mml:math></inline-formula>) cycles (Table <xref ref-type="table" rid="Ch1.T4"/>).</p>
</sec>
<sec id="Ch1.S3.SS2.SSS2">
  <label>3.2.2</label><title>Geomagnetic storms</title>
      <p id="d1e3457">Variations of the moderate and intense geomagnetic storms are shown in Figs. <xref ref-type="fig" rid="Ch1.F5"/> and <xref ref-type="fig" rid="Ch1.F6"/>, respectively. From the year–month contour plots (Figs. <xref ref-type="fig" rid="Ch1.F5"/>c and <xref ref-type="fig" rid="Ch1.F6"/>c), the moderate storms are found to peak around the descending phases, while the intense storms peak around the solar maximum. When the monthly variations of the storms are considered in each year, there is hardly any seasonal variation. However, when observations during several solar cycles are grouped together (Figs. <xref ref-type="fig" rid="Ch1.F5"/>a and <xref ref-type="fig" rid="Ch1.F6"/>a), the semi-annual variation can be noted in the moderate storms. There is not much difference in<?pagebreak page937?> moderate and intense storm occurrence rates between the odd and even cycles. However, the occurrence rates of the storms are slightly larger in the strong cycles compared to the weak ones, while the seasonal modulation between the equinoctial maximum and the solstice minimum during the strong and weak cycles is comparable (Table <xref ref-type="table" rid="Ch1.T4"/>). Another noteworthy feature is the lowest occurrence of intense storms during SC24.</p>

      <?xmltex \floatpos{t}?><fig id="Ch1.F6"><?xmltex \currentcnt{6}?><?xmltex \def\figurename{Figure}?><label>Figure 6</label><caption><p id="d1e3477">Intense geomagnetic storms from 1963 to 2019. The panels are in the same format as in Fig. <xref ref-type="fig" rid="Ch1.F4"/>.</p></caption>
            <?xmltex \igopts{width=213.395669pt}?><graphic xlink:href="https://angeo.copernicus.org/articles/39/929/2021/angeo-39-929-2021-f06.png"/>

          </fig>

</sec>
<sec id="Ch1.S3.SS2.SSS3">
  <label>3.2.3</label><title>Geomagnetic indices</title>
      <p id="d1e3497">Variations of the monthly mean geomagnetic indices are shown in Figs. <xref ref-type="fig" rid="Ch1.F7"/> (Dst), <xref ref-type="fig" rid="Ch1.F8"/> (ap) and <xref ref-type="fig" rid="Ch1.F9"/> (AE). In each solar cycle, the average Dst index exhibits the strongest negative excursions at and immediately after the solar maximum (Fig. <xref ref-type="fig" rid="Ch1.F7"/>c–d). A clear correlation can be observed between the <inline-formula><mml:math id="M177" display="inline"><mml:mrow><mml:msub><mml:mi>F</mml:mi><mml:mn mathvariant="normal">10.7</mml:mn></mml:msub></mml:mrow></mml:math></inline-formula> solar flux and the average Dst strength. The Dst negative excursions are stronger during the strong and odd cycles compared to the weak and even cycles, respectively (Fig. <xref ref-type="fig" rid="Ch1.F7"/>a). In addition, the seasonal modulation between the equinox minimum to the solstice maximum is significantly higher in the strong cycles (<inline-formula><mml:math id="M178" display="inline"><mml:mrow><mml:mo>∼</mml:mo><mml:mn mathvariant="normal">85</mml:mn><mml:mspace linebreak="nobreak" width="0.125em"/><mml:mi mathvariant="italic">%</mml:mi></mml:mrow></mml:math></inline-formula>) compared to the weak cycles (<inline-formula><mml:math id="M179" display="inline"><mml:mrow><mml:mo>∼</mml:mo><mml:mn mathvariant="normal">67</mml:mn><mml:mspace width="0.125em" linebreak="nobreak"/><mml:mi mathvariant="italic">%</mml:mi></mml:mrow></mml:math></inline-formula>) (Table <xref ref-type="table" rid="Ch1.T4"/>). During SC24, the overall Dst strength is the weakest and there is no prominent seasonal modulation.</p>

      <?xmltex \floatpos{t}?><fig id="Ch1.F7"><?xmltex \currentcnt{7}?><?xmltex \def\figurename{Figure}?><label>Figure 7</label><caption><p id="d1e3552">Geomagnetic Dst index variation from 1963 to 2019. Panel <bold>(c)</bold> shows the year–month contour plot of the mean Dst value in each month of the years 1963–2019. The values of different colors are given in the legend at the bottom. Data gaps are shown by crosses. Panel <bold>(d)</bold> shows the yearly mean <inline-formula><mml:math id="M180" display="inline"><mml:mrow><mml:msub><mml:mi>F</mml:mi><mml:mn mathvariant="normal">10.7</mml:mn></mml:msub></mml:mrow></mml:math></inline-formula> solar flux. Panel <bold>(b)</bold> shows the monthly means of Dst during each solar cycles, and panel <bold>(a)</bold> shows the same during groups of the even, odd, strong, weak and all solar cycles.</p></caption>
            <?xmltex \igopts{width=213.395669pt}?><graphic xlink:href="https://angeo.copernicus.org/articles/39/929/2021/angeo-39-929-2021-f07.png"/>

          </fig>

      <?xmltex \floatpos{t}?><fig id="Ch1.F8"><?xmltex \currentcnt{8}?><?xmltex \def\figurename{Figure}?><label>Figure 8</label><caption><p id="d1e3586">Geomagnetic ap index variation from 1963 to 2019. The panels are in the same format as in Fig. <xref ref-type="fig" rid="Ch1.F7"/>.</p></caption>
            <?xmltex \igopts{width=213.395669pt}?><graphic xlink:href="https://angeo.copernicus.org/articles/39/929/2021/angeo-39-929-2021-f08.png"/>

          </fig>

      <?xmltex \floatpos{t}?><fig id="Ch1.F9"><?xmltex \currentcnt{9}?><?xmltex \def\figurename{Figure}?><label>Figure 9</label><caption><p id="d1e3600">Geomagnetic AE index variation from 1963 to 2019. The panels are in the same format as in Fig. <xref ref-type="fig" rid="Ch1.F7"/>.</p></caption>
            <?xmltex \igopts{width=213.395669pt}?><graphic xlink:href="https://angeo.copernicus.org/articles/39/929/2021/angeo-39-929-2021-f09.png"/>

          </fig>

      <p id="d1e3611">Variation of the monthly mean ap index (Fig. <xref ref-type="fig" rid="Ch1.F8"/>) is identical to the Dst index variation. However, the seasonal modulation is comparable between the strong (<inline-formula><mml:math id="M181" display="inline"><mml:mrow><mml:mo>∼</mml:mo><mml:mn mathvariant="normal">37</mml:mn><mml:mspace width="0.125em" linebreak="nobreak"/><mml:mi mathvariant="italic">%</mml:mi></mml:mrow></mml:math></inline-formula>) and weak (<inline-formula><mml:math id="M182" display="inline"><mml:mrow><mml:mo>∼</mml:mo><mml:mn mathvariant="normal">40</mml:mn><mml:mspace linebreak="nobreak" width="0.125em"/><mml:mi mathvariant="italic">%</mml:mi></mml:mrow></mml:math></inline-formula>) cycles for the ap index (Table <xref ref-type="table" rid="Ch1.T4"/>).</p>
      <p id="d1e3644">Variation of the AE index (Fig. <xref ref-type="fig" rid="Ch1.F9"/>) is significantly different than the variations of the Dst and ap indices. In a solar cycle, AE peaks around the descending phase (Fig. <xref ref-type="fig" rid="Ch1.F9"/>c). On the yearly basis, the average AE values are enhanced from March/April to September/October. The summer solstice values are significantly higher compared to the winter solstice values. This indicates an annual variation, in agreement with the Lomb–Scargle periodogram analysis result (Fig. <xref ref-type="fig" rid="Ch1.F3"/>h). There is no semi-annual variation. The average values during the strong and odd solar cycles are higher compared to the weak and even solar cycles, respectively (Fig. <xref ref-type="fig" rid="Ch1.F9"/>a). SC24 exhibited the lowest values of AE compared to other solar cycles (Fig. <xref ref-type="fig" rid="Ch1.F9"/>b).</p>
</sec>
<sec id="Ch1.S3.SS2.SSS4">
  <label>3.2.4</label><title>Solar-wind–magnetosphere coupling</title>
      <?pagebreak page938?><p id="d1e3665">The periodogram analysis (Fig. <xref ref-type="fig" rid="Ch1.F3"/>j and Table <xref ref-type="table" rid="Ch1.T3"/>) identified a weak annual component in the variations of the solar wind speed <inline-formula><mml:math id="M183" display="inline"><mml:mrow><mml:msub><mml:mi>V</mml:mi><mml:mtext>sw</mml:mtext></mml:msub></mml:mrow></mml:math></inline-formula> (compared with its stronger amplitude longer-scale variations). The monthly mean values of <inline-formula><mml:math id="M184" display="inline"><mml:mrow><mml:msub><mml:mi>V</mml:mi><mml:mtext>sw</mml:mtext></mml:msub></mml:mrow></mml:math></inline-formula> during each year of observation are shown in Fig. <xref ref-type="fig" rid="Ch1.F10"/>c. In a solar cycle, <inline-formula><mml:math id="M185" display="inline"><mml:mrow><mml:msub><mml:mi>V</mml:mi><mml:mtext>sw</mml:mtext></mml:msub></mml:mrow></mml:math></inline-formula> peaks around the descending phase, indicating a higher occurrence rate of HSSs during this phase. This is also confirmed by the variations of <inline-formula><mml:math id="M186" display="inline"><mml:mrow><mml:msub><mml:mi>D</mml:mi><mml:mn mathvariant="normal">500</mml:mn></mml:msub></mml:mrow></mml:math></inline-formula> (not shown). Interestingly, during the descending phase of SC20, the <inline-formula><mml:math id="M187" display="inline"><mml:mrow><mml:msub><mml:mi>V</mml:mi><mml:mtext>sw</mml:mtext></mml:msub></mml:mrow></mml:math></inline-formula> peak can be noted around March–April; during the SC21 descending phase, two equinoctial peaks are almost symmetric; during the SC22 descending phase, peaks are recorded during the first half of the year; the peaks shift to the second half of the year during the SC23 descending phase; and during the SC24 descending phase, no prominent feature can be inferred. Thus, overall, a shift of the seasonal peak of <inline-formula><mml:math id="M188" display="inline"><mml:mrow><mml:msub><mml:mi>V</mml:mi><mml:mtext>sw</mml:mtext></mml:msub></mml:mrow></mml:math></inline-formula> from the first half to the second half of the year can be observed between the even and the odd cycles. In addition, during the first half of the year, the average values are significantly high during the odd and strong cycles than during the even and weak cycles, respectively (Fig. <xref ref-type="fig" rid="Ch1.F10"/>a).</p>

      <?xmltex \floatpos{t}?><fig id="Ch1.F10"><?xmltex \currentcnt{10}?><?xmltex \def\figurename{Figure}?><label>Figure 10</label><caption><p id="d1e3745">Solar wind speed <inline-formula><mml:math id="M189" display="inline"><mml:mrow><mml:msub><mml:mi>V</mml:mi><mml:mtext>sw</mml:mtext></mml:msub></mml:mrow></mml:math></inline-formula> variation from 1963 to 2019. The panels are in the same format as in Fig. <xref ref-type="fig" rid="Ch1.F7"/>.</p></caption>
            <?xmltex \igopts{width=213.395669pt}?><graphic xlink:href="https://angeo.copernicus.org/articles/39/929/2021/angeo-39-929-2021-f10.png"/>

          </fig>

      <?xmltex \floatpos{t}?><fig id="Ch1.F11"><?xmltex \currentcnt{11}?><?xmltex \def\figurename{Figure}?><label>Figure 11</label><caption><p id="d1e3769">Solar wind coupling function <inline-formula><mml:math id="M190" display="inline"><mml:mrow><mml:msub><mml:mtext>VB</mml:mtext><mml:mi mathvariant="normal">s</mml:mi></mml:msub></mml:mrow></mml:math></inline-formula> variation from 1963 to  2019. The panels are in the same format as in Fig. <xref ref-type="fig" rid="Ch1.F7"/>.</p></caption>
            <?xmltex \igopts{width=213.395669pt}?><graphic xlink:href="https://angeo.copernicus.org/articles/39/929/2021/angeo-39-929-2021-f11.png"/>

          </fig>

      <p id="d1e3792">Figure <xref ref-type="fig" rid="Ch1.F11"/> shows the monthly mean values of the coupling function <inline-formula><mml:math id="M191" display="inline"><mml:mrow><mml:msub><mml:mtext>VB</mml:mtext><mml:mi mathvariant="normal">s</mml:mi></mml:msub></mml:mrow></mml:math></inline-formula> during all years of observation. In a solar cycle, <inline-formula><mml:math id="M192" display="inline"><mml:mrow><mml:msub><mml:mtext>VB</mml:mtext><mml:mi mathvariant="normal">s</mml:mi></mml:msub></mml:mrow></mml:math></inline-formula> peaks around the solar maximum, when almost symmetrical peaks can be observed during the equinoxes and minima during the solstices (Fig. <xref ref-type="fig" rid="Ch1.F11"/>c). The lowest values of <inline-formula><mml:math id="M193" display="inline"><mml:mrow><mml:msub><mml:mtext>VB</mml:mtext><mml:mi mathvariant="normal">s</mml:mi></mml:msub></mml:mrow></mml:math></inline-formula> are recorded during SC24 (Fig. <xref ref-type="fig" rid="Ch1.F11"/>b). There is no prominent difference between the weak and strong cycles, or between the even and odd cycles, except that the February and October values are higher during the odd and strong cycles compared to those during the even and weak cycles, respectively (Fig. <xref ref-type="fig" rid="Ch1.F11"/>a).</p>
</sec>
</sec>
</sec>
<sec id="Ch1.S4" sec-type="conclusions">
  <label>4</label><title>Conclusions</title>
      <p id="d1e3848">We used an up-to-date database of substorms, HILDCAAs and geomagnetic storms of varying intensity along with all available geomagnetic indices during the space exploration era (i.e., after 1957) to explore the seasonal features of the geomagnetic activity and their drivers. No such study involving such a long database and all types of geomagnetic activity has been reported before. As substorms, HILDCAAs and magnetic storms of varying intensity have varying solar/interplanetary drivers; such a study is important for a complete understanding of the seasonal features of the geomagnetic response to the solar/interplanetary events. The main findings of this work are discussed below.</p>
      <p id="d1e3851">First, the semi-annual variation is not a “universal” feature of the geomagnetic activity. While the monthly numbers of substorms and moderate and intense magnetic storms exhibit the semi-annual variation with two equinoctial maxima and a summer solstice minimum, super storms (with a very low occurrence rate) and HILDCAA events do not exhibit any clear seasonal dependence. For geomagnetic<?pagebreak page939?> indices, the monthly mean ring current index Dst and the global geomagnetic activity index ap exhibit the semi-annual variation, while the auroral ionospheric electrojet current index AE exhibits an annual variation with a summer solstice maximum and a winter minimum. These results clearly demonstrate varying solar, interplanetary, magnetospheric and ionospheric processes behind different geomagnetic events and indices. While the magnetic reconnection <xref ref-type="bibr" rid="bib1.bibx17" id="paren.66"/> between the southward IMF and the northward (dayside) geomagnetic field is the key for any geomagnetic effect, variations in the reconnection process and modulation by other processes may result in different geomagnetic effects <xref ref-type="bibr" rid="bib1.bibx26 bib1.bibx91 bib1.bibx31 bib1.bibx41" id="paren.67"><named-content content-type="pre">e.g.,</named-content><named-content content-type="post">and references therein</named-content></xref>. In general, major magnetic storms are associated with strong magnetic reconnection continuing for a few hours, while weaker reconnection for an hour or less can cause substorms. On the other hand, discrete and intermittent magnetic reconnection continuing for a long interval of time may lead to HILDCAAs <xref ref-type="bibr" rid="bib1.bibx26" id="paren.68"><named-content content-type="pre">see</named-content><named-content content-type="post">for a detailed comparison</named-content></xref>.</p>
      <?pagebreak page940?><p id="d1e3871">We observe a clear semi-annual component in the coupling function <inline-formula><mml:math id="M194" display="inline"><mml:mrow><mml:msub><mml:mtext>VB</mml:mtext><mml:mi mathvariant="normal">s</mml:mi></mml:msub></mml:mrow></mml:math></inline-formula>, which represents the reconnection electric field or the magnetic flux transfer rate into the magnetosphere. On the other hand, the solar wind speed <inline-formula><mml:math id="M195" display="inline"><mml:mrow><mml:msub><mml:mi>V</mml:mi><mml:mtext>sw</mml:mtext></mml:msub></mml:mrow></mml:math></inline-formula> does not have any semi-annual component, only annual and longer-scale components. As the main focus of the present work is the seasonal features, we refer the reader to previous works for a discussion on the longer-scale variations in <inline-formula><mml:math id="M196" display="inline"><mml:mrow><mml:msub><mml:mi>V</mml:mi><mml:mtext>sw</mml:mtext></mml:msub></mml:mrow></mml:math></inline-formula> <xref ref-type="bibr" rid="bib1.bibx92 bib1.bibx21 bib1.bibx22 bib1.bibx31 bib1.bibx33 bib1.bibx41" id="paren.69"><named-content content-type="pre">e.g.,</named-content><named-content content-type="post">and references therein</named-content></xref>. However, this result is very interesting. This clearly implies that the solar wind does not have any intrinsic semi-annual variation and that the semi-annual variation in <inline-formula><mml:math id="M197" display="inline"><mml:mrow><mml:msub><mml:mtext>VB</mml:mtext><mml:mi mathvariant="normal">s</mml:mi></mml:msub></mml:mrow></mml:math></inline-formula> is due to magnetic configuration (<inline-formula><mml:math id="M198" display="inline"><mml:mrow><mml:msub><mml:mi>B</mml:mi><mml:mi mathvariant="normal">s</mml:mi></mml:msub></mml:mrow></mml:math></inline-formula>) as suggested previously <xref ref-type="bibr" rid="bib1.bibx14 bib1.bibx53 bib1.bibx7 bib1.bibx73" id="paren.70"><named-content content-type="pre">e.g.,</named-content></xref>. The <inline-formula><mml:math id="M199" display="inline"><mml:mrow><mml:msub><mml:mtext>VB</mml:mtext><mml:mi mathvariant="normal">s</mml:mi></mml:msub></mml:mrow></mml:math></inline-formula> semi-annual variation is suggested to cause the semi-annual variations of the substorms, the moderate and intense storms, and the geomagnetic Dst and ap indices. On the other hand, absence of any clear seasonal features in the super storms and HILDCAAs indicates more complex solar wind and magnetic coupling process during these events, which needs further study. As previously established, HILDCAAs are associated with HSSs emanated from the solar coronal holes <xref ref-type="bibr" rid="bib1.bibx85 bib1.bibx34" id="paren.71"><named-content content-type="pre">e.g.,</named-content></xref>. Dominating longer-scale variations in <inline-formula><mml:math id="M200" display="inline"><mml:mrow><mml:msub><mml:mi>V</mml:mi><mml:mtext>sw</mml:mtext></mml:msub></mml:mrow></mml:math></inline-formula> (as revealed in the present work) may be a plausible reason for the <inline-formula><mml:math id="M201" display="inline"><mml:mrow><mml:mo>∼</mml:mo><mml:mn mathvariant="normal">4.1</mml:mn></mml:mrow></mml:math></inline-formula>-year variation and lack of any seasonal feature in HILDCAAs <xref ref-type="bibr" rid="bib1.bibx35 bib1.bibx33" id="paren.72"/>. Annual variation in the auroral ionospheric AE index, as mentioned before, may be attributed to a combined effect of the solar wind <inline-formula><mml:math id="M202" display="inline"><mml:mrow><mml:msub><mml:mi>V</mml:mi><mml:mtext>sw</mml:mtext></mml:msub></mml:mrow></mml:math></inline-formula> variation, the asymmetric pole exposition to the solar radiation, and the ionospheric conductivity variations <xref ref-type="bibr" rid="bib1.bibx95 bib1.bibx82" id="paren.73"><named-content content-type="pre">see, e.g.,</named-content></xref>.</p>
      <p id="d1e3999">In addition to the above, we found a complex solar activity dependence of the abovementioned seasonal features. The spring–fall asymmetry in substorms and the average <inline-formula><mml:math id="M203" display="inline"><mml:mrow><mml:msub><mml:mi>V</mml:mi><mml:mtext>sw</mml:mtext></mml:msub></mml:mrow></mml:math></inline-formula> variation between the odd and even solar cycles are consistent with results reported by <xref ref-type="bibr" rid="bib1.bibx59" id="text.74"/>. An interesting and puzzling result is observed in terms of variations in the semi-annual variability (seasonal modulation between the equinoctial maximum and the solstice minimum) between the strong (odd) and weak (even) solar cycles. While the seasonal modulation in substorms, all storms, moderate storms and the ap index is larger during the weak (and even) solar cycles compared to the strong (and odd) solar cycles, the reverse is true for the intense storms, the Dst index and the coupling function <inline-formula><mml:math id="M204" display="inline"><mml:mrow><mml:msub><mml:mtext>VB</mml:mtext><mml:mi mathvariant="normal">s</mml:mi></mml:msub></mml:mrow></mml:math></inline-formula>. At present we do not know the exact mechanism behind this result. In fact, further study is required for a better understanding of the solar cycle dependencies of the geomagnetic activity seasonal features. In conclusion, this study, along with several previous works <xref ref-type="bibr" rid="bib1.bibx59 bib1.bibx34 bib1.bibx39 bib1.bibx32" id="paren.75"><named-content content-type="pre">e.g.,</named-content></xref>, calls for a careful reanalysis of the solar, interplanetary, magnetospheric and ionospheric observations before applying the theoretical semi-annual models.</p>
</sec>

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

      <p id="d1e4036">The solar wind plasma and IMF data used in this work are obtained from the OMNI website (<uri>https://omniweb.gsfc.nasa.gov/</uri>, <xref ref-type="bibr" rid="bib1.bibx61" id="altparen.76"/>). The geomagnetic indices are obtained from the World Data Center for Geomagnetism, Kyoto, Japan (<uri>http://wdc.kugi.kyoto-u.ac.jp/</uri>, <xref ref-type="bibr" rid="bib1.bibx96" id="altparen.77"/>). The list of substorms is collected from the SuperMAG website (<uri>https://supermag.jhuapl.edu/</uri>, <xref ref-type="bibr" rid="bib1.bibx80" id="altparen.78"/>). The <inline-formula><mml:math id="M205" display="inline"><mml:mrow><mml:msub><mml:mi>F</mml:mi><mml:mn mathvariant="normal">10.7</mml:mn></mml:msub></mml:mrow></mml:math></inline-formula> solar fluxes are obtained from the Laboratory for Atmospheric and Space Physics (LASP) Interactive Solar Irradiance Data Center (<uri>https://lasp.colorado.edu/lisird/</uri>, <xref ref-type="bibr" rid="bib1.bibx49" id="altparen.79"/>).</p>
  </notes><notes notes-type="authorcontribution"><title>Author contributions</title>

      <p id="d1e4078">RH had the original idea. AMSF and RH did the data analysis. RH prepared the first draft. All authors participated in the development, revision of the article and approved the final draft.</p>
  </notes><notes notes-type="competinginterests"><title>Competing interests</title>

      <p id="d1e4084">The contact author has declared that neither they nor their co-authors have any competing interests.</p>
  </notes><notes notes-type="disclaimer"><title>Disclaimer</title>

      <p id="d1e4090">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="d1e4096">The work of Adriane Marques de Souza Franco is funded by the Brazilian Conselho Nacional de Desenvolvimento Científico e Tecnológico agency (CNPq, project nos. PQ-300969/2020-1, PQ-301542/2021-0 and PQ-301969/2021-3). The work of Rajkumar Hajra is funded by the Science and Engineering Research Board (SERB, grant no. SB/S2/RJN-080/2018), a statutory body of the Department of Science and Technology (DST), government of India, through a Ramanujan fellowship. Ezequiel Echer would like to thank Brazilian agencies for research grants: CNPq (contract nos. PQ-302583/2015-7 and PQ-301883/2019-0) and Fundação de Amparo à Pesquisa do Estado de São Paulo (FAPESP, 2018/21657-1). The work of Mauricio José Alves Bolzan was supported by CNPq agency (contract nos. PQ-302330/2015-1, PQ-305692/2018-6) and Fundação de Amparo à Pesquisa do Estado de Goiás agency (FAPEG, contract no. 2012.1026.7000905). We would like to thank two reviewers for extremely valuable suggestions that substantially improved the article.</p></ack><notes notes-type="financialsupport"><title>Financial support</title>

      <p id="d1e4101">This research has been supported by the Conselho Nacional de Desenvolvimento Científico e Tecnológico (grant nos. PQ-300969/2020-1, PQ-301542/2021-0, PQ-301969/2021-3, PQ-302583/2015-7, PQ-301883/2019-0, PQ-302330/2015-1 and PQ-305692/2018-6), the Science and Engineering Research Board (grant no. SB/S2/RJN-080/2018), the Fundação de Amparo à Pesquisa do Estado de São Paulo (grant no. 2018/21657-1) and the Fundação de Amparo à Pesquisa do Estado de Goiás (grant no. 2012.1026.7000905).</p>
  </notes><notes notes-type="reviewstatement"><title>Review statement</title>

      <p id="d1e4107">This paper was edited by Elias Roussos and reviewed by two anonymous referees.</p>
  </notes><ref-list>
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    <!--<article-title-html>Seasonal features of geomagnetic activity:  a study on the solar activity dependence</article-title-html>
<abstract-html><p>Seasonal features of geomagnetic activity and their solar-wind–interplanetary drivers are studied using more than five solar cycles of geomagnetic activity and solar wind observations. This study involves a total of 1296 geomagnetic storms of varying intensity identified using the Dst index from January 1963 to December 2019, a total of 75&thinsp;863 substorms identified from the SuperMAG AL/SML index from January 1976 to December 2019 and a total of 145 high-intensity long-duration continuous auroral electrojet (AE) activity (HILDCAA) events identified using the AE index from January 1975 to December 2017. The occurrence rates of the substorms and geomagnetic storms, including moderate (−50 nT ≥ Dst &gt; −100 nT) and intense (−100 nT ≥ Dst &gt; −250 nT) storms, exhibit a significant semi-annual variation (periodicity  ∼ 6 months), while the super storms (Dst ≤ −250&thinsp;nT) and HILDCAAs do not exhibit any clear seasonal feature. The geomagnetic activity indices Dst and ap exhibit a semi-annual variation, while AE exhibits an annual variation (periodicity  ∼ 1 year). The annual and semi-annual variations are attributed to the annual variation of the solar wind speed <i>V</i><sub>sw</sub> and the semi-annual variation of the coupling function VB<sub>s</sub> (where <i>V</i> = <i>V</i><sub>sw</sub>, and <i>B</i><sub>s</sub> is the southward component of the interplanetary magnetic field), respectively. We present a detailed analysis of the annual and semi-annual variations and their dependencies on the solar activity cycles separated as the odd, even, weak and strong solar cycles.</p></abstract-html>
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