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<article xmlns:xlink="http://www.w3.org/1999/xlink" xmlns:mml="http://www.w3.org/1998/Math/MathML" xmlns:oasis="http://docs.oasis-open.org/ns/oasis-exchange/table" xml:lang="en" dtd-version="3.0">
  <front>
    <journal-meta><journal-id journal-id-type="publisher">ACP</journal-id><journal-title-group>
    <journal-title>Atmospheric Chemistry and Physics</journal-title>
    <abbrev-journal-title abbrev-type="publisher">ACP</abbrev-journal-title><abbrev-journal-title abbrev-type="nlm-ta">Atmos. Chem. Phys.</abbrev-journal-title>
  </journal-title-group><issn pub-type="epub">1680-7324</issn><publisher>
    <publisher-name>Copernicus Publications</publisher-name>
    <publisher-loc>Göttingen, Germany</publisher-loc>
  </publisher></journal-meta>
    <article-meta>
      <article-id pub-id-type="doi">10.5194/acp-19-8383-2019</article-id><title-group><article-title>Large-scale dynamics of tropical cyclone formation <?xmltex \hack{\break}?> associated with ITCZ breakdown</article-title><alt-title>Dynamics of tropical cyclone formation</alt-title>
      </title-group><?xmltex \runningtitle{Dynamics of tropical cyclone formation}?><?xmltex \runningauthor{Q. Wang et al.}?>
      <contrib-group>
        <contrib contrib-type="author" corresp="no" rid="aff1">
          <name><surname>Wang</surname><given-names>Quan</given-names></name>
          
        </contrib>
        <contrib contrib-type="author" corresp="yes" rid="aff2">
          <name><surname>Kieu</surname><given-names>Chanh</given-names></name>
          <email>ckieu@indiana.edu</email>
        <ext-link>https://orcid.org/0000-0001-8947-8534</ext-link></contrib>
        <contrib contrib-type="author" corresp="no" rid="aff2">
          <name><surname>Vu</surname><given-names>The-Anh</given-names></name>
          
        </contrib>
        <aff id="aff1"><label>1</label><institution>Department of Mathematics, Sichuan University, Sichuan, China</institution>
        </aff>
        <aff id="aff2"><label>2</label><institution>Department of Earth and Atmospheric Sciences, Indiana University, Bloomington, IN 47405, USA</institution>
        </aff>
      </contrib-group>
      <author-notes><corresp id="corr1">Chanh Kieu (ckieu@indiana.edu)</corresp></author-notes><pub-date><day>2</day><month>July</month><year>2019</year></pub-date>
      
      <volume>19</volume>
      <issue>13</issue>
      <fpage>8383</fpage><lpage>8397</lpage>
      <history>
        <date date-type="received"><day>30</day><month>November</month><year>2018</year></date>
           <date date-type="rev-request"><day>19</day><month>February</month><year>2019</year></date>
           <date date-type="rev-recd"><day>4</day><month>May</month><year>2019</year></date>
           <date date-type="accepted"><day>11</day><month>June</month><year>2019</year></date>
      </history>
      <permissions>
        <copyright-statement>Copyright: © 2019 </copyright-statement>
        <copyright-year>2019</copyright-year>
      <license license-type="open-access"><license-p>This work is licensed under the Creative Commons Attribution 4.0 International License. To view a copy of this licence, visit <ext-link ext-link-type="uri" xlink:href="https://creativecommons.org/licenses/by/4.0/">https://creativecommons.org/licenses/by/4.0/</ext-link></license-p></license></permissions><self-uri xlink:href="https://acp.copernicus.org/articles/.html">This article is available from https://acp.copernicus.org/articles/.html</self-uri><self-uri xlink:href="https://acp.copernicus.org/articles/.pdf">The full text article is available as a PDF file from https://acp.copernicus.org/articles/.pdf</self-uri>
      <abstract><title>Abstract</title>
    <p id="d1e106">This study examines the formation of tropical cyclones (TCs) from the large-scale perspective. Using the nonlinear dynamical transition framework recently developed by Ma and Wang, it is shown that the large-scale formation of TCs can be understood as a result of the principle of exchange of stabilities in the barotropic model for the intertropical convergence zone (ITCZ). Analyses of the transition dynamics at the critical point reveal that the maximum number of TC disturbances that the Earth's tropical atmosphere can support at any instant of time has an upper bound of <inline-formula><mml:math id="M1" display="inline"><mml:mrow><mml:mo>∼</mml:mo><mml:mn mathvariant="normal">12</mml:mn></mml:mrow></mml:math></inline-formula> for current atmospheric conditions. Additional numerical estimation of the transition structure on the central manifold at the critical point of the ITCZ model confirms this important finding, which offers an explanation for a fundamental question of why the Earth's atmosphere can support a limited number of TCs globally each year.</p>
  </abstract>
    </article-meta>
  </front>
<body>
      

<sec id="Ch1.S1" sec-type="intro">
  <label>1</label><title>Introduction</title>
      <p id="d1e128">The life cycle of a tropical cyclone (TC) is typically divided into several stages including early genesis, tropical disturbance, tropical depression, tropical storm, hurricane, and finally the dissipation. Among these five stages, the tropical cyclogenesis (TCG), defined as a period during which a weak atmospheric disturbance grows into a mesoscale tropical depression with a close isobar and a maximum surface wind of <inline-formula><mml:math id="M2" display="inline"><mml:mrow><mml:mo>&gt;</mml:mo><mml:mn mathvariant="normal">17</mml:mn></mml:mrow></mml:math></inline-formula> m s<inline-formula><mml:math id="M3" display="inline"><mml:msup><mml:mi/><mml:mrow><mml:mo>-</mml:mo><mml:mn mathvariant="normal">1</mml:mn></mml:mrow></mml:msup></mml:math></inline-formula> <xref ref-type="bibr" rid="bib1.bibx18 bib1.bibx42" id="paren.1"/>, is perhaps the least understood due to its unorganized structure as well as ill-defined characteristics of TCs. During this genesis period (typically 2–5 d), synergetic interactions among various dynamical and thermodynamic processes at different scales can result in an eventually self-sustained, warm-core vortex before the subsequent intensification can take place. These early formation processes are so intricate that no single or distinct mechanism could operate for all TCs, rendering the genesis forecasting very challenging in practice. Such a multi-faceted nature of TCG is the main factor preventing us from obtaining a complete understanding of TC formation and development at present.</p>
      <p id="d1e156">Early studies by <xref ref-type="bibr" rid="bib1.bibx13 bib1.bibx14" id="text.2"/> provided a list of necessary climatological conditions for TCG to occur, which include (i) an underlying warm sea surface temperature (SST) of at least 26 <inline-formula><mml:math id="M4" display="inline"><mml:msup><mml:mi/><mml:mo>∘</mml:mo></mml:msup></mml:math></inline-formula>C, (ii) a finite-amplitude low-level cyclonic disturbance, (iii) weak vertical wind shear, (iv) a tropical upper tropospheric trough, and (v) a moist lower to middle troposphere. While the above conditions for genesis have been well documented in numerous observational and modeling studies since then, it is intriguing that the actual number of TCs composes a small fraction of the cases that meet all these conditions in the tropical region every year. Moreover, TCG varies wildly among different ocean basins due to relative importance of large-scale disturbances, local forcings, and surface conditions, thus inheriting strong regional characteristics that common criteria may not be applied everywhere. For example, TC genesis in the North Atlantic basin often shows a strong connection to active tropical waves originating from the South African jet <xref ref-type="bibr" rid="bib1.bibx3 bib1.bibx9 bib1.bibx31" id="paren.3"/>. In the northwestern Pacific basin, studies by <xref ref-type="bibr" rid="bib1.bibx47" id="text.4"/>, <xref ref-type="bibr" rid="bib1.bibx13 bib1.bibx14" id="text.5"/>, <xref ref-type="bibr" rid="bib1.bibx28" id="text.6"/>, <xref ref-type="bibr" rid="bib1.bibx38" id="text.7"/>, <xref ref-type="bibr" rid="bib1.bibx17" id="text.8"/>, and <xref ref-type="bibr" rid="bib1.bibx34" id="text.9"/> showed that the genesis is mostly related to the intertropical convergence zone (ITCZ) and monsoon activities. In the northeastern Pacific, vortex<?pagebreak page8384?> interaction associated with the topographic and tropical waves seems to generate abundant disturbances that act as the seeds of TC genesis <xref ref-type="bibr" rid="bib1.bibx48 bib1.bibx30 bib1.bibx43 bib1.bibx16 bib1.bibx23" id="paren.10"/>.</p>
      <p id="d1e196">Other large-scale conditions that can interfere with TCG have been also reported in previous studies such as the Saharan air layer (SAL; <xref ref-type="bibr" rid="bib1.bibx10" id="altparen.11"/>), upper-level potential vorticity anomalies <xref ref-type="bibr" rid="bib1.bibx29 bib1.bibx8" id="paren.12"/>, mixed Rossby–gravity waves <xref ref-type="bibr" rid="bib1.bibx2" id="paren.13"/>, the ITCZ breakdown <xref ref-type="bibr" rid="bib1.bibx12 bib1.bibx43" id="paren.14"/>, or multiple vortex merges <xref ref-type="bibr" rid="bib1.bibx41 bib1.bibx38 bib1.bibx43 bib1.bibx20 bib1.bibx19" id="paren.15"/>. Along with this diverse nature of genesis in different basins, observational and modeling studies of TC development have shown that the evolution of tropical disturbances during the early genesis stage often encompasses a wide range of scales from convective-scale hot towers and mesoscale convective systems to large-scale quasi-balanced lifting and cloud–radiation feedbacks <xref ref-type="bibr" rid="bib1.bibx37 bib1.bibx47 bib1.bibx13 bib1.bibx49 bib1.bibx38 bib1.bibx41" id="paren.16"><named-content content-type="pre">e.g.,</named-content></xref>. In this regard, TCG is a truly multi-scale process and the relative importance of different mechanisms must be carefully examined when studying the TC genesis in real atmospheric conditions.</p>
      <p id="d1e220">Recent efforts in the TC genesis research have been shifted from examining local mechanisms to a broader perspective of how environmental conditions can produce and maintain TC disturbances during TC early development <xref ref-type="bibr" rid="bib1.bibx43 bib1.bibx11 bib1.bibx33 bib1.bibx45 bib1.bibx26 bib1.bibx50 bib1.bibx46 bib1.bibx35" id="paren.17"/>. The most current attempt in quantifying the large-scale factors governing the genesis in the North Atlantic basin focuses on the so-called “pouch”  conceptual model, which treats an early TC embryo as a protected region within large-scale easterly waves <xref ref-type="bibr" rid="bib1.bibx44 bib1.bibx45 bib1.bibx11 bib1.bibx33" id="paren.18"/>. To some extent, this pouch idea can be considered as an advance of the requirement of an incipient disturbance for genesis to occur that was originally put forth by <xref ref-type="bibr" rid="bib1.bibx13" id="text.19"/>. Much of the development along this “pouch” idea has been on tracking wave packets in the co-moving frame required to protect the mid-level disturbances (the so-called Kelvin cat-eye in <xref ref-type="bibr" rid="bib1.bibx11 bib1.bibx26" id="altparen.20"/>).</p>
      <p id="d1e236">Despite much progress over recent decades, several outstanding issues  in the TC genesis study still remain. From the global perspective, a particular question of what is the maximum number of TCs that the Earth's tropical atmosphere can form and support in any given day has not been adequately addressed. Answering this question will help explain a long-standing question of why the Earth has only a specific number of <inline-formula><mml:math id="M5" display="inline"><mml:mrow><mml:mo>∼</mml:mo><mml:mn mathvariant="normal">100</mml:mn></mml:mrow></mml:math></inline-formula> TCs globally every year.  A recent modeling study of the global TC formation by <xref ref-type="bibr" rid="bib1.bibx24" id="text.21"/> demonstrated that the daily number of genesis events is indeed intriguingly bounded (<inline-formula><mml:math id="M6" display="inline"><mml:mrow><mml:mo>&lt;</mml:mo><mml:mn mathvariant="normal">10</mml:mn></mml:mrow></mml:math></inline-formula>), even in a perfect environment. This number is quite consistent with a simple scale analysis based on the typical scale of TCs with a diameter <inline-formula><mml:math id="M7" display="inline"><mml:mrow><mml:mo>∼</mml:mo><mml:mn mathvariant="normal">3000</mml:mn></mml:mrow></mml:math></inline-formula> km, which shows that there should have been less than 14 TCs on the Earth's atmosphere at any given time, assuming that the radius of the Earth is <inline-formula><mml:math id="M8" display="inline"><mml:mrow><mml:mo>∼</mml:mo><mml:mn mathvariant="normal">6400</mml:mn></mml:mrow></mml:math></inline-formula> km. Using idealized simulations for a tropical channel, <xref ref-type="bibr" rid="bib1.bibx24" id="text.22"/> showed in fact that genesis occurs in episodes of 7–10 storms each time with a frequency between the episodes of 12–16 d. This episodic development at the global scale as well as the upper bound of <inline-formula><mml:math id="M9" display="inline"><mml:mrow><mml:mo>∼</mml:mo><mml:mn mathvariant="normal">10</mml:mn></mml:mrow></mml:math></inline-formula> storms for each episode as obtained from these idealized experiments suggests that there must have some large-scale environmental conditions or intrinsic properties of the tropical dynamics, which control the genesis processes beyond the basin-specific mechanisms as discussed in <xref ref-type="bibr" rid="bib1.bibx35" id="text.23"/> .</p>
      <p id="d1e299">While recent advances in global numerical models can reasonably capture the very early stage of the TCG and serve as guidance for operational genesis forecasts, analytical models of TC development have been confined mostly to the later stage of TC development such that the axisymmetric characteristics of disturbances could be employed. The axisymmetry is critical for the theoretical purposes, because it reduces the Navier–Stokes equations to a set of approximated equations for which some balance constraints and simplifications can be employed.</p>
      <p id="d1e302">Given various basin-specific mechanisms that could produce TCs beyond axisymmetric models for an individual TC, the main objective of this study is to focus specifically on a large-scale mechanism behind the formation of tropical disturbances associated with ITCZ breakdown. This special pathway is very typical at the global scales whereby converging winds from the two hemispheres could set up the right environment for large-scale stability to develop <xref ref-type="bibr" rid="bib1.bibx13 bib1.bibx47 bib1.bibx48 bib1.bibx32 bib1.bibx12 bib1.bibx43" id="paren.24"/>. Indeed, satellite observations often show that the ITCZ tends to undulate and break into a series of mesoscale vortices, some of which may eventually grow into TCs <xref ref-type="bibr" rid="bib1.bibx1 bib1.bibx15 bib1.bibx12" id="paren.25"/>. This is especially apparent in the WPAC basin where early studies by <xref ref-type="bibr" rid="bib1.bibx13 bib1.bibx14" id="text.26"/> showed that TC genesis primarily occurs along the ITCZ, which accounts for nearly 80 % of genesis occurrences in this area.</p>
      <p id="d1e314">Although the ITCZ breakdown appears to be a slow process as compared to other pathways such as vortex mergers <xref ref-type="bibr" rid="bib1.bibx43 bib1.bibx20 bib1.bibx23" id="paren.27"><named-content content-type="pre">e.g.,</named-content></xref> or tropical easterly waves <xref ref-type="bibr" rid="bib1.bibx48 bib1.bibx30 bib1.bibx16 bib1.bibx11 bib1.bibx33 bib1.bibx45" id="paren.28"><named-content content-type="pre">e.g.,</named-content></xref>, it is an inherent property of the tropical atmosphere at the global scale that could provide a source of large-scale disturbances responsible for TCG. To minimize the complication due to the basin-specific features, we thus limit our study of the global<?pagebreak page8385?> TC formation to an idealized aqua-planet configuration to facilitate the analytical analyses in this study.</p>
      <p id="d1e327">The rest of the paper is organized as follows. In the next section, an analytical model for the large-scale TC genesis based on the ITCZ breakdown model is presented. Section 3 presents detailed analyses of the principle of exchange of stabilities for the ITCZ model as well as the stability analyses of the dynamical transition. Numerical examination will be discussed in Sect. 4, and concluding remarks are given in the final section.</p>
</sec>
<sec id="Ch1.S2">
  <label>2</label><title>Formulation</title>
      <p id="d1e338">A unique characteristic of the ITCZ that provides a favorable environment for TC genesis to occur is the highly unstable zone along the ITCZ where trade winds from the two hemispheres converge. Such a zone with strong horizontal shear is well documented along the tropical belt where the potential vorticity gradient changes sign, providing a necessary condition for disturbances to grow according to Rayleigh's theorem <xref ref-type="bibr" rid="bib1.bibx6 bib1.bibx12" id="paren.29"/>. Thus, a disturbance embedded within the ITCZ can trigger a nonlinear growth and extract the energy from the background, resulting in a potential amplification of the disturbance with time.</p>
      <p id="d1e344">Because of such a dominant role of the ITCZ in the global TC formation, a natural model for global TCG should take into account the large-scale ITCZ breakdown processes. This ITCZ breakdown model is particularly suitable for an aqua-planet that does not have other triggering mechanisms such as land–sea interaction or terrain effects. For this reason, we will consider the ITCZ breakdown as a starting model for the TC genesis at the global scale in this study. Inspired by the modeling studies of the ITCZ breakdown based on the shallow water equation <xref ref-type="bibr" rid="bib1.bibx12" id="paren.30"><named-content content-type="pre">e.g.,</named-content></xref>, we examine a similar model for the ITCZ dynamics on the horizontal plane for which the governing equation for the ITCZ can be reduced to an equation for the potential vorticity as follows.

              <disp-formula id="Ch1.E1" content-type="numbered"><label>1</label><mml:math id="M10" display="block"><mml:mrow><mml:mstyle displaystyle="true"><mml:mfrac style="display"><mml:mrow><mml:mi mathvariant="normal">d</mml:mi><mml:mi mathvariant="normal">Δ</mml:mi><mml:mi mathvariant="italic">ψ</mml:mi></mml:mrow><mml:mrow><mml:mi mathvariant="normal">d</mml:mi><mml:mi>t</mml:mi></mml:mrow></mml:mfrac></mml:mstyle><mml:mo>=</mml:mo><mml:msub><mml:mi mathvariant="italic">ν</mml:mi><mml:mi mathvariant="normal">e</mml:mi></mml:msub><mml:msup><mml:mi mathvariant="normal">Δ</mml:mi><mml:mn mathvariant="normal">2</mml:mn></mml:msup><mml:mi mathvariant="italic">ψ</mml:mi><mml:mo>+</mml:mo><mml:mi>F</mml:mi><mml:mo>-</mml:mo><mml:mi mathvariant="italic">α</mml:mi><mml:mi mathvariant="normal">Δ</mml:mi><mml:mi mathvariant="italic">ψ</mml:mi><mml:mo>-</mml:mo><mml:mi mathvariant="italic">β</mml:mi><mml:mstyle displaystyle="true"><mml:mfrac style="display"><mml:mrow><mml:mo>∂</mml:mo><mml:mi mathvariant="italic">ψ</mml:mi></mml:mrow><mml:mrow><mml:mo>∂</mml:mo><mml:mi>x</mml:mi></mml:mrow></mml:mfrac></mml:mstyle><mml:mo>,</mml:mo></mml:mrow></mml:math></disp-formula>

        where the horizontal streamfunction <inline-formula><mml:math id="M11" display="inline"><mml:mi mathvariant="italic">ψ</mml:mi></mml:math></inline-formula> has been introduced as a result of the continuity equation, <inline-formula><mml:math id="M12" display="inline"><mml:mrow><mml:msub><mml:mi mathvariant="italic">ν</mml:mi><mml:mi mathvariant="normal">e</mml:mi></mml:msub></mml:mrow></mml:math></inline-formula> is horizontal eddy viscosity, <inline-formula><mml:math id="M13" display="inline"><mml:mi mathvariant="italic">α</mml:mi></mml:math></inline-formula> is a relaxation time, <inline-formula><mml:math id="M14" display="inline"><mml:mi mathvariant="normal">Δ</mml:mi></mml:math></inline-formula> is the Laplacian operator, and <inline-formula><mml:math id="M15" display="inline"><mml:mi>F</mml:mi></mml:math></inline-formula> is an external force that represents either a source/sink of mass within the ITCZ<fn id="Ch1.Footn1"><p id="d1e457">In <xref ref-type="bibr" rid="bib1.bibx5" id="text.31"/>, the relaxation time <inline-formula><mml:math id="M16" display="inline"><mml:mi mathvariant="italic">α</mml:mi></mml:math></inline-formula> is proportional to the ratio of the Ekman depth <inline-formula><mml:math id="M17" display="inline"><mml:mrow><mml:msub><mml:mi>D</mml:mi><mml:mi mathvariant="normal">E</mml:mi></mml:msub></mml:mrow></mml:math></inline-formula> over the depth of the fluid <inline-formula><mml:math id="M18" display="inline"><mml:mi>H</mml:mi></mml:math></inline-formula>, while the external forcing term <inline-formula><mml:math id="M19" display="inline"><mml:mi>F</mml:mi></mml:math></inline-formula> can be treated as a large-scale vorticity source.</p></fn>. Note here that the derivative on the left-hand side of Eq. (<xref ref-type="disp-formula" rid="Ch1.E1"/>) is the total derivative such that the horizontal advection of the vorticity is included. Unlike the original ITCZ model in <xref ref-type="bibr" rid="bib1.bibx12" id="text.32"/>, we have, however, introduced in the above model (Eq. <xref ref-type="disp-formula" rid="Ch1.E1"/>) an explicit drag forcing term to represent the impacts of eddy diffusion as discussed in <xref ref-type="bibr" rid="bib1.bibx36" id="text.33"><named-content content-type="pre">e.g.,</named-content></xref>, <xref ref-type="bibr" rid="bib1.bibx25" id="text.34"><named-content content-type="pre">e.g.,</named-content></xref>, and <xref ref-type="bibr" rid="bib1.bibx12" id="text.35"><named-content content-type="pre">e.g.,</named-content></xref>. The governing Eq. (<xref ref-type="disp-formula" rid="Ch1.E1"/>) for the horizontal streamfunction has been extensively used in previous studies to examine the quasi-geostrophic dynamics under different large-scale conditions <xref ref-type="bibr" rid="bib1.bibx5 bib1.bibx25 bib1.bibx36 bib1.bibx39" id="paren.36"><named-content content-type="pre">e.g.,</named-content></xref>.</p>
      <p id="d1e526">To be specific for our TCG problem, we will apply Eq. (<xref ref-type="disp-formula" rid="Ch1.E1"/>) for a zonally periodic tropical channel, which is defined as

              <disp-formula id="Ch1.E2" content-type="numbered"><label>2</label><mml:math id="M20" display="block"><mml:mrow><mml:mstyle class="stylechange" displaystyle="true"/><mml:mi mathvariant="normal">Ω</mml:mi><mml:mo>=</mml:mo><mml:mfenced close="]" open="["><mml:mrow><mml:mn mathvariant="normal">0</mml:mn><mml:mo>,</mml:mo><mml:msub><mml:mi>L</mml:mi><mml:mi>x</mml:mi></mml:msub></mml:mrow></mml:mfenced><mml:mo>×</mml:mo><mml:mfenced close="]" open="["><mml:mrow><mml:mn mathvariant="normal">0</mml:mn><mml:mo>,</mml:mo><mml:msub><mml:mi>L</mml:mi><mml:mi>y</mml:mi></mml:msub></mml:mrow></mml:mfenced><mml:mo>,</mml:mo></mml:mrow></mml:math></disp-formula>

        where <inline-formula><mml:math id="M21" display="inline"><mml:mrow><mml:msub><mml:mi>L</mml:mi><mml:mi>y</mml:mi></mml:msub></mml:mrow></mml:math></inline-formula> is the half-width of the tropical channel and <inline-formula><mml:math id="M22" display="inline"><mml:mrow><mml:msub><mml:mi>L</mml:mi><mml:mi>x</mml:mi></mml:msub></mml:mrow></mml:math></inline-formula> is the zonal length of the channel. This domain roughly represents a region where the ITCZ can be treated as a long band wrapping around the Equator. For the current Earth condition, <inline-formula><mml:math id="M23" display="inline"><mml:mrow><mml:msub><mml:mi>L</mml:mi><mml:mi>x</mml:mi></mml:msub><mml:mo>∼</mml:mo><mml:mn mathvariant="normal">40</mml:mn></mml:mrow></mml:math></inline-formula> 000 km, and <inline-formula><mml:math id="M24" display="inline"><mml:mrow><mml:msub><mml:mi>L</mml:mi><mml:mi>y</mml:mi></mml:msub><mml:mo>∼</mml:mo><mml:mn mathvariant="normal">1000</mml:mn></mml:mrow></mml:math></inline-formula>–1500 km (i.e., 10–15<inline-formula><mml:math id="M25" display="inline"><mml:msup><mml:mi/><mml:mo>∘</mml:mo></mml:msup></mml:math></inline-formula>), and so by definition <inline-formula><mml:math id="M26" display="inline"><mml:mrow><mml:msub><mml:mi>L</mml:mi><mml:mi>x</mml:mi></mml:msub><mml:mo>≫</mml:mo><mml:msub><mml:mi>L</mml:mi><mml:mi>y</mml:mi></mml:msub></mml:mrow></mml:math></inline-formula>.</p>

<?xmltex \floatpos{t}?><table-wrap id="Ch1.T1" specific-use="star"><?xmltex \currentcnt{1}?><label>Table 1</label><caption><p id="d1e652">Parameters of the model.</p></caption><oasis:table frame="topbot"><oasis:tgroup cols="3">
     <oasis:colspec colnum="1" colname="col1" align="center"/>
     <oasis:colspec colnum="2" colname="col2" align="left"/>
     <oasis:colspec colnum="3" colname="col3" align="left"/>
     <oasis:thead>
       <oasis:row rowsep="1">
         <oasis:entry colname="col1">Variable</oasis:entry>
         <oasis:entry colname="col2">Range</oasis:entry>
         <oasis:entry colname="col3">Remark</oasis:entry>
       </oasis:row>
     </oasis:thead>
     <oasis:tbody>
       <oasis:row>
         <oasis:entry colname="col1"><inline-formula><mml:math id="M27" display="inline"><mml:mrow><mml:msub><mml:mi>U</mml:mi><mml:mi mathvariant="normal">o</mml:mi></mml:msub></mml:mrow></mml:math></inline-formula></oasis:entry>
         <oasis:entry colname="col2">10–20 m s<inline-formula><mml:math id="M28" display="inline"><mml:msup><mml:mi/><mml:mrow><mml:mo>-</mml:mo><mml:mn mathvariant="normal">1</mml:mn></mml:mrow></mml:msup></mml:math></inline-formula></oasis:entry>
         <oasis:entry colname="col3">Mean easterly flow in the tropical lower troposphere</oasis:entry>
       </oasis:row>
       <oasis:row>
         <oasis:entry colname="col1"><inline-formula><mml:math id="M29" display="inline"><mml:mrow><mml:msub><mml:mi>L</mml:mi><mml:mi>y</mml:mi></mml:msub></mml:mrow></mml:math></inline-formula></oasis:entry>
         <oasis:entry colname="col2">1200–1500 km</oasis:entry>
         <oasis:entry colname="col3">Width of the tropical channel <inline-formula><mml:math id="M30" display="inline"><mml:mi mathvariant="normal">Ω</mml:mi></mml:math></inline-formula></oasis:entry>
       </oasis:row>
       <oasis:row>
         <oasis:entry colname="col1"><inline-formula><mml:math id="M31" display="inline"><mml:mrow><mml:msub><mml:mi>L</mml:mi><mml:mi>x</mml:mi></mml:msub></mml:mrow></mml:math></inline-formula></oasis:entry>
         <oasis:entry colname="col2"><inline-formula><mml:math id="M32" display="inline"><mml:mrow><mml:mo>∼</mml:mo><mml:mn mathvariant="normal">40</mml:mn></mml:mrow></mml:math></inline-formula> 000 km</oasis:entry>
         <oasis:entry colname="col3">Length of the tropical channel domain  <inline-formula><mml:math id="M33" display="inline"><mml:mi mathvariant="normal">Ω</mml:mi></mml:math></inline-formula></oasis:entry>
       </oasis:row>
       <oasis:row>
         <oasis:entry colname="col1"><inline-formula><mml:math id="M34" display="inline"><mml:mi>a</mml:mi></mml:math></inline-formula></oasis:entry>
         <oasis:entry colname="col2"><inline-formula><mml:math id="M35" display="inline"><mml:mstyle displaystyle="false"><mml:mfrac style="text"><mml:mrow><mml:mn mathvariant="normal">2</mml:mn><mml:msub><mml:mi>L</mml:mi><mml:mi>y</mml:mi></mml:msub></mml:mrow><mml:mrow><mml:msub><mml:mi>L</mml:mi><mml:mi>x</mml:mi></mml:msub></mml:mrow></mml:mfrac></mml:mstyle></mml:math></inline-formula></oasis:entry>
         <oasis:entry colname="col3">Aspect ratio of the tropical channel</oasis:entry>
       </oasis:row>
       <oasis:row>
         <oasis:entry colname="col1"><inline-formula><mml:math id="M36" display="inline"><mml:mi mathvariant="italic">α</mml:mi></mml:math></inline-formula></oasis:entry>
         <oasis:entry colname="col2"><inline-formula><mml:math id="M37" display="inline"><mml:mrow><mml:msup><mml:mn mathvariant="normal">10</mml:mn><mml:mrow><mml:mo>-</mml:mo><mml:mn mathvariant="normal">5</mml:mn></mml:mrow></mml:msup><mml:mo>-</mml:mo><mml:msup><mml:mn mathvariant="normal">10</mml:mn><mml:mrow><mml:mo>-</mml:mo><mml:mn mathvariant="normal">7</mml:mn></mml:mrow></mml:msup></mml:mrow></mml:math></inline-formula> s<inline-formula><mml:math id="M38" display="inline"><mml:msup><mml:mi/><mml:mrow><mml:mo>-</mml:mo><mml:mn mathvariant="normal">1</mml:mn></mml:mrow></mml:msup></mml:math></inline-formula></oasis:entry>
         <oasis:entry colname="col3">Relaxation time</oasis:entry>
       </oasis:row>
       <oasis:row>
         <oasis:entry colname="col1"><inline-formula><mml:math id="M39" display="inline"><mml:mi mathvariant="italic">ν</mml:mi></mml:math></inline-formula></oasis:entry>
         <oasis:entry colname="col2">10–<inline-formula><mml:math id="M40" display="inline"><mml:mrow><mml:msup><mml:mn mathvariant="normal">10</mml:mn><mml:mn mathvariant="normal">4</mml:mn></mml:msup></mml:mrow></mml:math></inline-formula> m<inline-formula><mml:math id="M41" display="inline"><mml:msup><mml:mi/><mml:mn mathvariant="normal">2</mml:mn></mml:msup></mml:math></inline-formula> s<inline-formula><mml:math id="M42" display="inline"><mml:msup><mml:mi/><mml:mrow><mml:mo>-</mml:mo><mml:mn mathvariant="normal">1</mml:mn></mml:mrow></mml:msup></mml:math></inline-formula></oasis:entry>
         <oasis:entry colname="col3">Horizontal eddy viscosity coefficient</oasis:entry>
       </oasis:row>
       <oasis:row>
         <oasis:entry colname="col1"><inline-formula><mml:math id="M43" display="inline"><mml:mi mathvariant="italic">β</mml:mi></mml:math></inline-formula></oasis:entry>
         <oasis:entry colname="col2"><inline-formula><mml:math id="M44" display="inline"><mml:mrow><mml:mn mathvariant="normal">2</mml:mn><mml:mo>×</mml:mo><mml:msup><mml:mn mathvariant="normal">10</mml:mn><mml:mrow><mml:mo>-</mml:mo><mml:mn mathvariant="normal">11</mml:mn></mml:mrow></mml:msup></mml:mrow></mml:math></inline-formula> s<inline-formula><mml:math id="M45" display="inline"><mml:msup><mml:mi/><mml:mrow><mml:mo>-</mml:mo><mml:mn mathvariant="normal">1</mml:mn></mml:mrow></mml:msup></mml:math></inline-formula></oasis:entry>
         <oasis:entry colname="col3">Variation of the Coriolis parameter with latitudes</oasis:entry>
       </oasis:row>
       <oasis:row>
         <oasis:entry colname="col1"><inline-formula><mml:math id="M46" display="inline"><mml:mi mathvariant="italic">γ</mml:mi></mml:math></inline-formula></oasis:entry>
         <oasis:entry colname="col2"><inline-formula><mml:math id="M47" display="inline"><mml:mrow><mml:msup><mml:mn mathvariant="normal">10</mml:mn><mml:mrow><mml:mo>-</mml:mo><mml:mn mathvariant="normal">10</mml:mn></mml:mrow></mml:msup><mml:mo>-</mml:mo><mml:msup><mml:mn mathvariant="normal">10</mml:mn><mml:mrow><mml:mo>-</mml:mo><mml:mn mathvariant="normal">11</mml:mn></mml:mrow></mml:msup></mml:mrow></mml:math></inline-formula> s<inline-formula><mml:math id="M48" display="inline"><mml:msup><mml:mi/><mml:mrow><mml:mo>-</mml:mo><mml:mn mathvariant="normal">2</mml:mn></mml:mrow></mml:msup></mml:math></inline-formula></oasis:entry>
         <oasis:entry colname="col3">Magnitude of the external mass source/sink in the ITCZ breakdown model</oasis:entry>
       </oasis:row>
     </oasis:tbody>
   </oasis:tgroup></oasis:table></table-wrap>

      <p id="d1e1011">Before we can analyze the ITCZ breakdown model, it is necessary to have first an explicit expression for the forcing term <inline-formula><mml:math id="M49" display="inline"><mml:mi>F</mml:mi></mml:math></inline-formula> that represents the vertical mass flux within the ITCZ. In the early study by <xref ref-type="bibr" rid="bib1.bibx12" id="text.37"/>, <inline-formula><mml:math id="M50" display="inline"><mml:mi>F</mml:mi></mml:math></inline-formula> is a mass source that is a piecewise unit step function of latitudes. To account for the existence of the zonal jet in mid-latitude regions, <xref ref-type="bibr" rid="bib1.bibx25" id="text.38"/>, however, used a forcing of the form <inline-formula><mml:math id="M51" display="inline"><mml:mrow><mml:mi>F</mml:mi><mml:mo>=</mml:mo><mml:mi mathvariant="italic">α</mml:mi><mml:mi mathvariant="normal">∇</mml:mi><mml:msup><mml:mi mathvariant="italic">ψ</mml:mi><mml:mo>*</mml:mo></mml:msup></mml:mrow></mml:math></inline-formula>, where <inline-formula><mml:math id="M52" display="inline"><mml:mrow><mml:msup><mml:mi mathvariant="italic">ψ</mml:mi><mml:mo>*</mml:mo></mml:msup></mml:mrow></mml:math></inline-formula> is a given streamfunction that represents the zonal jet around 50<inline-formula><mml:math id="M53" display="inline"><mml:msup><mml:mi/><mml:mo>∘</mml:mo></mml:msup></mml:math></inline-formula> N. Given our focus on the ITCZ dynamics, we will choose this forcing term such that its corresponding steady state can best represent the typical background flow in the tropical lower troposphere. A zonally symmetric functional form for the  <inline-formula><mml:math id="M54" display="inline"><mml:mi>F</mml:mi></mml:math></inline-formula> that meets this requirement is

              <disp-formula id="Ch1.E3" content-type="numbered"><label>3</label><mml:math id="M55" display="block"><mml:mrow><mml:mstyle displaystyle="true" class="stylechange"/><mml:mi>F</mml:mi><mml:mo>=</mml:mo><mml:mi mathvariant="italic">γ</mml:mi><mml:mi>sin⁡</mml:mi><mml:mstyle displaystyle="true"><mml:mfrac style="display"><mml:mrow><mml:mi mathvariant="italic">π</mml:mi><mml:mi>y</mml:mi></mml:mrow><mml:mrow><mml:msub><mml:mi>L</mml:mi><mml:mi>y</mml:mi></mml:msub></mml:mrow></mml:mfrac></mml:mstyle><mml:mo>,</mml:mo></mml:mrow></mml:math></disp-formula>

        where <inline-formula><mml:math id="M56" display="inline"><mml:mi mathvariant="italic">γ</mml:mi></mml:math></inline-formula> denotes the strength of the forcing. Note that this forcing amplitude is not arbitrary, because its value dictates the zonal mean flow in the tropical region as will be shown below.</p>
      <p id="d1e1118">While the forcing term given by Eq. (<xref ref-type="disp-formula" rid="Ch1.E3"/>) differs from the unit step function in <xref ref-type="bibr" rid="bib1.bibx12" id="text.39"/>, it turns out that Eq. (<xref ref-type="disp-formula" rid="Ch1.E3"/>) allows a steady solution consistent with the typical flow associated with the ITCZ. Indeed, the steady-state solution <inline-formula><mml:math id="M57" display="inline"><mml:mrow><mml:msub><mml:mi mathvariant="italic">ψ</mml:mi><mml:mi mathvariant="normal">S</mml:mi></mml:msub></mml:mrow></mml:math></inline-formula> of Eq. (<xref ref-type="disp-formula" rid="Ch1.E1"/>) that results from this zonally symmetric forcing is

              <disp-formula id="Ch1.E4" content-type="numbered"><label>4</label><mml:math id="M58" display="block"><mml:mrow><mml:mstyle class="stylechange" displaystyle="true"/><mml:msub><mml:mi mathvariant="italic">ψ</mml:mi><mml:mi mathvariant="normal">S</mml:mi></mml:msub><mml:mo>=</mml:mo><mml:mstyle displaystyle="true"><mml:mfrac style="display"><mml:mrow><mml:mo>-</mml:mo><mml:mi mathvariant="italic">γ</mml:mi><mml:msubsup><mml:mi>L</mml:mi><mml:mi>y</mml:mi><mml:mn mathvariant="normal">4</mml:mn></mml:msubsup></mml:mrow><mml:mrow><mml:msub><mml:mi mathvariant="italic">ν</mml:mi><mml:mi mathvariant="normal">e</mml:mi></mml:msub><mml:msup><mml:mi mathvariant="italic">π</mml:mi><mml:mn mathvariant="normal">4</mml:mn></mml:msup><mml:mo>+</mml:mo><mml:mi mathvariant="italic">α</mml:mi><mml:msubsup><mml:mi>L</mml:mi><mml:mi>y</mml:mi><mml:mn mathvariant="normal">2</mml:mn></mml:msubsup><mml:msup><mml:mi mathvariant="italic">π</mml:mi><mml:mn mathvariant="normal">2</mml:mn></mml:msup></mml:mrow></mml:mfrac></mml:mstyle><mml:mi>sin⁡</mml:mi><mml:mstyle displaystyle="true"><mml:mfrac style="display"><mml:mrow><mml:mi mathvariant="italic">π</mml:mi><mml:mi>y</mml:mi></mml:mrow><mml:mrow><mml:msub><mml:mi>L</mml:mi><mml:mi>y</mml:mi></mml:msub></mml:mrow></mml:mfrac></mml:mstyle><mml:mo>.</mml:mo></mml:mrow></mml:math></disp-formula>

        The horizontal flow corresponding to this steady streamfunction is illustrated in Fig. <xref ref-type="fig" rid="Ch1.F1"/>, which shows an easterly flow to the north and a westerly flow to the south of an ITCZ during a typical Northern Hemisphere summer as expected.</p>

      <fig id="Ch1.F1"><?xmltex \currentcnt{1}?><label>Figure 1</label><caption><p id="d1e1217">Illustration of the zonal wind that is derived from the steady-state flow <inline-formula><mml:math id="M59" display="inline"><mml:mrow><mml:msub><mml:mi mathvariant="italic">ψ</mml:mi><mml:mi mathvariant="normal">S</mml:mi></mml:msub></mml:mrow></mml:math></inline-formula> in the ITCZ model (Eq. <xref ref-type="disp-formula" rid="Ch1.E1"/>) with the external forcing given by Eq. (<xref ref-type="disp-formula" rid="Ch1.E3"/>). The dotted curve represents the horizontal profile of the mean flow, while the black arrows represent the direction of the mean flow for the tropical channel domain <inline-formula><mml:math id="M60" display="inline"><mml:mrow><mml:msub><mml:mi mathvariant="normal">Ω</mml:mi><mml:mi>a</mml:mi></mml:msub></mml:mrow></mml:math></inline-formula>. The blue dashed line denotes the location of the ITCZ.</p></caption>
        <?xmltex \igopts{width=241.848425pt}?><graphic xlink:href="https://acp.copernicus.org/articles/19/8383/2019/acp-19-8383-2019-f01.png"/>

      </fig>

      <?pagebreak page8386?><p id="d1e1252">Given the above forcing <inline-formula><mml:math id="M61" display="inline"><mml:mi>F</mml:mi></mml:math></inline-formula> and its corresponding steady state, the problem of the ITCZ breakdown is now mathematically reduced to the study of the stability of the steady state (Eq. <xref ref-type="disp-formula" rid="Ch1.E4"/>) as the model parameters vary. To this end, it is more convenient to rewrite Eq. (<xref ref-type="disp-formula" rid="Ch1.E1"/>) in the nondimensional form such that our subsequent mathematical analyses can be simplified. Given the governing Eq. (<xref ref-type="disp-formula" rid="Ch1.E1"/>), it is apparent that the natural scaling for time, streamfunction, and distance can be chosen respectively as follows:
          <disp-formula id="Ch1.Ex1"><mml:math id="M62" display="block"><mml:mtable rowspacing="0.2ex" columnspacing="1em" class="split" displaystyle="true" columnalign="right left"><mml:mtr><mml:mtd/><mml:mtd><mml:mrow><mml:mi>t</mml:mi><mml:mo>=</mml:mo><mml:mstyle displaystyle="true"><mml:mfrac style="display"><mml:mn mathvariant="normal">1</mml:mn><mml:mrow><mml:msub><mml:mi>L</mml:mi><mml:mi>y</mml:mi></mml:msub><mml:mi mathvariant="italic">β</mml:mi></mml:mrow></mml:mfrac></mml:mstyle><mml:msup><mml:mi>t</mml:mi><mml:mo>*</mml:mo></mml:msup><mml:mo>,</mml:mo><mml:mspace width="0.25em" linebreak="nobreak"/><mml:mspace width="0.25em" linebreak="nobreak"/><mml:mi mathvariant="italic">ψ</mml:mi><mml:mo>=</mml:mo><mml:msub><mml:mi>L</mml:mi><mml:mi>y</mml:mi></mml:msub><mml:msub><mml:mi>U</mml:mi><mml:mn mathvariant="normal">0</mml:mn></mml:msub><mml:msup><mml:mi mathvariant="italic">ψ</mml:mi><mml:mo>*</mml:mo></mml:msup><mml:mo>,</mml:mo><mml:mspace linebreak="nobreak" width="0.25em"/><mml:mspace linebreak="nobreak" width="0.25em"/><mml:mo>(</mml:mo><mml:mi>x</mml:mi><mml:mo>,</mml:mo><mml:mi>y</mml:mi><mml:mo>)</mml:mo><mml:mo>=</mml:mo><mml:msub><mml:mi>L</mml:mi><mml:mi>y</mml:mi></mml:msub><mml:mo>(</mml:mo><mml:msup><mml:mi>x</mml:mi><mml:mo>*</mml:mo></mml:msup><mml:mo>,</mml:mo><mml:msup><mml:mi>y</mml:mi><mml:mo>*</mml:mo></mml:msup><mml:mo>)</mml:mo><mml:mo>,</mml:mo></mml:mrow></mml:mtd></mml:mtr><mml:mtr><mml:mtd/><mml:mtd><mml:mrow><mml:mi>F</mml:mi><mml:mo>=</mml:mo><mml:mstyle displaystyle="true"><mml:mfrac style="display"><mml:mrow><mml:mi mathvariant="italic">α</mml:mi><mml:msub><mml:mi>U</mml:mi><mml:mn mathvariant="normal">0</mml:mn></mml:msub></mml:mrow><mml:mrow><mml:msub><mml:mi>L</mml:mi><mml:mi>y</mml:mi></mml:msub></mml:mrow></mml:mfrac></mml:mstyle><mml:msup><mml:mi>F</mml:mi><mml:mo>*</mml:mo></mml:msup><mml:mo>,</mml:mo></mml:mrow></mml:mtd></mml:mtr></mml:mtable></mml:math></disp-formula>
        where the asterisk denotes the nondimensional variables, and <inline-formula><mml:math id="M63" display="inline"><mml:mrow><mml:msub><mml:mi>U</mml:mi><mml:mn mathvariant="normal">0</mml:mn></mml:msub></mml:mrow></mml:math></inline-formula> is a given characteristic horizontal velocity that determines the strength of the zonal mean flow in the tropical region. Nondimensionalizing Eq. (<xref ref-type="disp-formula" rid="Ch1.E1"/>) and neglecting the asterisks hereinafter, the nondimensional form for Eq. (<xref ref-type="disp-formula" rid="Ch1.E1"/>) becomes

              <disp-formula id="Ch1.E5" content-type="numbered"><label>5</label><mml:math id="M64" display="block"><mml:mrow><mml:mstyle displaystyle="true"><mml:mfrac style="display"><mml:mrow><mml:mo>∂</mml:mo><mml:mi mathvariant="normal">Δ</mml:mi><mml:mi mathvariant="italic">ψ</mml:mi></mml:mrow><mml:mrow><mml:mo>∂</mml:mo><mml:mi>t</mml:mi></mml:mrow></mml:mfrac></mml:mstyle><mml:mo>+</mml:mo><mml:mi mathvariant="italic">ϵ</mml:mi><mml:mi>J</mml:mi><mml:mo>(</mml:mo><mml:mi mathvariant="italic">ψ</mml:mi><mml:mo>,</mml:mo><mml:mi mathvariant="normal">Δ</mml:mi><mml:mi mathvariant="italic">ψ</mml:mi><mml:mo>)</mml:mo><mml:mo>=</mml:mo></mml:mrow><mml:mrow><mml:mstyle displaystyle="true" class="stylechange"/><mml:mi>E</mml:mi><mml:msup><mml:mi mathvariant="normal">Δ</mml:mi><mml:mn mathvariant="normal">2</mml:mn></mml:msup><mml:mi mathvariant="italic">ψ</mml:mi><mml:mo>+</mml:mo><mml:mi>F</mml:mi><mml:mo>-</mml:mo><mml:mi>A</mml:mi><mml:mi mathvariant="normal">Δ</mml:mi><mml:mi mathvariant="italic">ψ</mml:mi><mml:mo>-</mml:mo><mml:mstyle displaystyle="true"><mml:mfrac style="display"><mml:mrow><mml:mo>∂</mml:mo><mml:mi mathvariant="italic">ψ</mml:mi></mml:mrow><mml:mrow><mml:mo>∂</mml:mo><mml:mi>x</mml:mi></mml:mrow></mml:mfrac></mml:mstyle><mml:mo>,</mml:mo></mml:mrow></mml:math></disp-formula>

        where
          <disp-formula id="Ch1.Ex2"><mml:math id="M65" display="block"><mml:mtable class="split" columnspacing="1em" rowspacing="0.2ex" displaystyle="true" columnalign="right left"><mml:mtr><mml:mtd/><mml:mtd><mml:mrow><mml:mi mathvariant="italic">ϵ</mml:mi><mml:mo>=</mml:mo><mml:mstyle displaystyle="true"><mml:mfrac style="display"><mml:mrow><mml:msub><mml:mi>U</mml:mi><mml:mn mathvariant="normal">0</mml:mn></mml:msub></mml:mrow><mml:mrow><mml:msubsup><mml:mi>L</mml:mi><mml:mi>y</mml:mi><mml:mn mathvariant="normal">2</mml:mn></mml:msubsup><mml:mi mathvariant="italic">β</mml:mi></mml:mrow></mml:mfrac></mml:mstyle><mml:mspace width="0.25em" linebreak="nobreak"/><mml:mspace width="0.25em" linebreak="nobreak"/><mml:mtext>is the Rossby number,</mml:mtext></mml:mrow></mml:mtd></mml:mtr><mml:mtr><mml:mtd/><mml:mtd><mml:mrow><mml:mi>E</mml:mi><mml:mo>=</mml:mo><mml:mstyle displaystyle="true"><mml:mfrac style="display"><mml:mrow><mml:msub><mml:mi mathvariant="italic">ν</mml:mi><mml:mi mathvariant="normal">e</mml:mi></mml:msub></mml:mrow><mml:mrow><mml:msubsup><mml:mi>L</mml:mi><mml:mi>y</mml:mi><mml:mn mathvariant="normal">3</mml:mn></mml:msubsup><mml:mi mathvariant="italic">β</mml:mi></mml:mrow></mml:mfrac></mml:mstyle><mml:mspace width="0.25em" linebreak="nobreak"/><mml:mspace linebreak="nobreak" width="0.25em"/><mml:mtext>is the Ekman number, and</mml:mtext></mml:mrow></mml:mtd></mml:mtr><mml:mtr><mml:mtd/><mml:mtd><mml:mrow><mml:mi>A</mml:mi><mml:mo>=</mml:mo><mml:mstyle displaystyle="true"><mml:mfrac style="display"><mml:mi mathvariant="italic">α</mml:mi><mml:mrow><mml:msub><mml:mi>L</mml:mi><mml:mi>y</mml:mi></mml:msub><mml:mi mathvariant="italic">β</mml:mi></mml:mrow></mml:mfrac></mml:mstyle><mml:mspace linebreak="nobreak" width="0.25em"/><mml:mspace linebreak="nobreak" width="0.25em"/><mml:mtext>is the ratio of the relaxation time to the inherent</mml:mtext></mml:mrow></mml:mtd></mml:mtr><mml:mtr><mml:mtd/><mml:mtd><mml:mrow><mml:mtext>time related to the Earth's rotation rate</mml:mtext><mml:mo>.</mml:mo></mml:mrow></mml:mtd></mml:mtr></mml:mtable></mml:math></disp-formula></p>
      <p id="d1e1587">For the sake of mathematical convenience, we will hereinafter extend the domain from <inline-formula><mml:math id="M66" display="inline"><mml:mrow><mml:mo>[</mml:mo><mml:mn mathvariant="normal">0</mml:mn><mml:mo>,</mml:mo><mml:msub><mml:mi>L</mml:mi><mml:mi>y</mml:mi></mml:msub><mml:mo>]</mml:mo></mml:mrow></mml:math></inline-formula> to <inline-formula><mml:math id="M67" display="inline"><mml:mrow><mml:mo>[</mml:mo><mml:mo>-</mml:mo><mml:msub><mml:mi>L</mml:mi><mml:mi>y</mml:mi></mml:msub><mml:mo>,</mml:mo><mml:msub><mml:mi>L</mml:mi><mml:mi>y</mml:mi></mml:msub><mml:mo>]</mml:mo></mml:mrow></mml:math></inline-formula> such that the boundary conditions become meridionally symmetric along the Equator at <inline-formula><mml:math id="M68" display="inline"><mml:mrow><mml:mi>y</mml:mi><mml:mo>=</mml:mo><mml:mn mathvariant="normal">0</mml:mn></mml:mrow></mml:math></inline-formula>. This mathematical extension of the domain will simplify many calculations, while it has no effect on our solutions so long as we limit the final solution in the original domain <inline-formula><mml:math id="M69" display="inline"><mml:mrow><mml:mo>[</mml:mo><mml:mn mathvariant="normal">0</mml:mn><mml:mo>,</mml:mo><mml:msub><mml:mi>L</mml:mi><mml:mi>x</mml:mi></mml:msub><mml:mo>]</mml:mo><mml:mo>×</mml:mo><mml:mo>[</mml:mo><mml:mn mathvariant="normal">0</mml:mn><mml:mo>,</mml:mo><mml:msub><mml:mi>L</mml:mi><mml:mi>y</mml:mi></mml:msub><mml:mo>]</mml:mo></mml:mrow></mml:math></inline-formula> and maintain the Neumann boundary at <inline-formula><mml:math id="M70" display="inline"><mml:mrow><mml:mi>y</mml:mi><mml:mo>=</mml:mo><mml:mn mathvariant="normal">0</mml:mn></mml:mrow></mml:math></inline-formula> as shown below. The nondimensionalized domain is therefore given by

              <disp-formula id="Ch1.Ex3"><mml:math id="M71" display="block"><mml:mrow><mml:mstyle displaystyle="true" class="stylechange"/><mml:mi mathvariant="normal">Ω</mml:mi><mml:mo>=</mml:mo><mml:mfenced close="]" open="["><mml:mrow><mml:mn mathvariant="normal">0</mml:mn><mml:mo>,</mml:mo><mml:mstyle displaystyle="true"><mml:mfrac style="display"><mml:mn mathvariant="normal">2</mml:mn><mml:mi>a</mml:mi></mml:mfrac></mml:mstyle></mml:mrow></mml:mfenced><mml:mo>×</mml:mo><mml:mfenced close="]" open="["><mml:mrow><mml:mo>-</mml:mo><mml:mn mathvariant="normal">1</mml:mn><mml:mo>,</mml:mo><mml:mn mathvariant="normal">1</mml:mn></mml:mrow></mml:mfenced><mml:mo>,</mml:mo></mml:mrow></mml:math></disp-formula>

        where the scale factor <inline-formula><mml:math id="M72" display="inline"><mml:mrow><mml:mi>a</mml:mi><mml:mo>≡</mml:mo><mml:mn mathvariant="normal">2</mml:mn><mml:msub><mml:mi>L</mml:mi><mml:mi>y</mml:mi></mml:msub><mml:mo>/</mml:mo><mml:msub><mml:mi>L</mml:mi><mml:mi>x</mml:mi></mml:msub></mml:mrow></mml:math></inline-formula> is introduced to simplify our spectral analyses. Given the above nondimensionlization, the nondimensional form of the forcing (Eq. <xref ref-type="disp-formula" rid="Ch1.E3"/>) is now simply

              <disp-formula id="Ch1.E6" content-type="numbered"><label>6</label><mml:math id="M73" display="block"><mml:mrow><mml:mstyle displaystyle="true" class="stylechange"/><mml:mi>F</mml:mi><mml:mo>=</mml:mo><mml:msub><mml:mi mathvariant="italic">γ</mml:mi><mml:mn mathvariant="normal">1</mml:mn></mml:msub><mml:mi>sin⁡</mml:mi><mml:mi mathvariant="italic">π</mml:mi><mml:mi>y</mml:mi><mml:mo>,</mml:mo></mml:mrow></mml:math></disp-formula>

        where the nondimensional parameter <inline-formula><mml:math id="M74" display="inline"><mml:mrow><mml:msub><mml:mi mathvariant="italic">γ</mml:mi><mml:mn mathvariant="normal">1</mml:mn></mml:msub><mml:mo>=</mml:mo><mml:mstyle displaystyle="false"><mml:mfrac style="text"><mml:mrow><mml:mi mathvariant="italic">γ</mml:mi><mml:mi>L</mml:mi></mml:mrow><mml:mrow><mml:mi mathvariant="italic">α</mml:mi><mml:msub><mml:mi>U</mml:mi><mml:mn mathvariant="normal">0</mml:mn></mml:msub></mml:mrow></mml:mfrac></mml:mstyle></mml:mrow></mml:math></inline-formula> denotes the ratio of the forcing amplitude <inline-formula><mml:math id="M75" display="inline"><mml:mi mathvariant="italic">γ</mml:mi></mml:math></inline-formula> to the response <inline-formula><mml:math id="M76" display="inline"><mml:mrow><mml:msub><mml:mi>U</mml:mi><mml:mn mathvariant="normal">0</mml:mn></mml:msub></mml:mrow></mml:math></inline-formula>, and the nondimensional form of the steady state (Eq. <xref ref-type="disp-formula" rid="Ch1.E4"/>) is

              <disp-formula id="Ch1.E7" content-type="numbered"><label>7</label><mml:math id="M77" display="block"><mml:mstyle class="stylechange" displaystyle="true"/><mml:mrow><mml:mstyle displaystyle="true" class="stylechange"/><mml:msub><mml:mi mathvariant="italic">ψ</mml:mi><mml:mi mathvariant="normal">S</mml:mi></mml:msub><mml:mo>=</mml:mo><mml:mo>-</mml:mo><mml:mstyle displaystyle="true"><mml:mfrac style="display"><mml:mrow><mml:mi>A</mml:mi><mml:msub><mml:mi mathvariant="italic">γ</mml:mi><mml:mn mathvariant="normal">1</mml:mn></mml:msub></mml:mrow><mml:mrow><mml:mi>E</mml:mi><mml:msup><mml:mi mathvariant="italic">π</mml:mi><mml:mn mathvariant="normal">4</mml:mn></mml:msup><mml:mo>+</mml:mo><mml:mi>A</mml:mi><mml:msup><mml:mi mathvariant="italic">π</mml:mi><mml:mn mathvariant="normal">2</mml:mn></mml:msup></mml:mrow></mml:mfrac></mml:mstyle><mml:mi>sin⁡</mml:mi><mml:mi mathvariant="italic">π</mml:mi><mml:mi>y</mml:mi><mml:mo>.</mml:mo></mml:mrow></mml:math></disp-formula></p>
      <p id="d1e1880">We examine next the stability of the steady state (Eq. <xref ref-type="disp-formula" rid="Ch1.E7"/>) and how this critical point would bifurcate into different states as the model parameters vary, using Ma and Wang's dynamical transition framework <xref ref-type="bibr" rid="bib1.bibx27" id="paren.40"/>. To this end, it is necessary to study the behaviors of a perturbation <inline-formula><mml:math id="M78" display="inline"><mml:mrow><mml:msup><mml:mi mathvariant="italic">ψ</mml:mi><mml:mo>′</mml:mo></mml:msup></mml:mrow></mml:math></inline-formula> around the given steady state (Eq. <xref ref-type="disp-formula" rid="Ch1.E4"/>) in the form <inline-formula><mml:math id="M79" display="inline"><mml:mrow><mml:mi mathvariant="italic">ψ</mml:mi><mml:mo>=</mml:mo><mml:msub><mml:mi mathvariant="italic">ψ</mml:mi><mml:mi mathvariant="normal">S</mml:mi></mml:msub><mml:mo>+</mml:mo><mml:msup><mml:mi mathvariant="italic">ψ</mml:mi><mml:mo>′</mml:mo></mml:msup></mml:mrow></mml:math></inline-formula>. This step is not an approximation but simply<?pagebreak page8387?> shifts the location of the stability analyses to the equilibrium <inline-formula><mml:math id="M80" display="inline"><mml:mrow><mml:msub><mml:mi mathvariant="italic">ψ</mml:mi><mml:mi mathvariant="normal">S</mml:mi></mml:msub></mml:mrow></mml:math></inline-formula>, much like shifting the coordinate origin from <inline-formula><mml:math id="M81" display="inline"><mml:mn mathvariant="normal">0</mml:mn></mml:math></inline-formula> to a new critical point in any linear stability analyses. Note that in Ma and Wang's dynamical transition framework, the full nonlinearity is maintained such that the analyses on the central manifold can be subsequently carried out. Thus, no assumption of <inline-formula><mml:math id="M82" display="inline"><mml:mrow><mml:msup><mml:mi mathvariant="italic">ψ</mml:mi><mml:mo>′</mml:mo></mml:msup><mml:mo>≪</mml:mo><mml:msub><mml:mi mathvariant="italic">ψ</mml:mi><mml:mi mathvariant="normal">S</mml:mi></mml:msub></mml:mrow></mml:math></inline-formula> is needed for the dynamical transition. With this partition, the corresponding governing equation for the perturbation <inline-formula><mml:math id="M83" display="inline"><mml:mrow><mml:msup><mml:mi mathvariant="italic">ψ</mml:mi><mml:mo>′</mml:mo></mml:msup></mml:mrow></mml:math></inline-formula> then becomes
          <disp-formula id="Ch1.E8" content-type="numbered"><label>8</label><mml:math id="M84" display="block"><mml:mtable class="split" rowspacing="0.2ex" columnspacing="1em" displaystyle="true" columnalign="right left"><mml:mtr><mml:mtd><mml:mrow><mml:mstyle displaystyle="true"><mml:mfrac style="display"><mml:mrow><mml:mo>∂</mml:mo><mml:mi mathvariant="normal">Δ</mml:mi><mml:mi mathvariant="italic">ψ</mml:mi></mml:mrow><mml:mrow><mml:mo>∂</mml:mo><mml:mi>t</mml:mi></mml:mrow></mml:mfrac></mml:mstyle></mml:mrow></mml:mtd><mml:mtd><mml:mrow><mml:mo>+</mml:mo><mml:mi mathvariant="italic">ϵ</mml:mi><mml:mi>J</mml:mi><mml:mo>(</mml:mo><mml:mi mathvariant="italic">ψ</mml:mi><mml:mo>,</mml:mo><mml:mi mathvariant="normal">Δ</mml:mi><mml:mi mathvariant="italic">ψ</mml:mi><mml:mo>)</mml:mo><mml:mo>=</mml:mo><mml:mi>E</mml:mi><mml:msup><mml:mi mathvariant="normal">Δ</mml:mi><mml:mn mathvariant="normal">2</mml:mn></mml:msup><mml:mi mathvariant="italic">ψ</mml:mi><mml:mo>-</mml:mo><mml:mi>A</mml:mi><mml:mi mathvariant="normal">Δ</mml:mi><mml:mi mathvariant="italic">ψ</mml:mi><mml:mo>-</mml:mo><mml:mstyle displaystyle="true"><mml:mfrac style="display"><mml:mrow><mml:mo>∂</mml:mo><mml:mi mathvariant="italic">ψ</mml:mi></mml:mrow><mml:mrow><mml:mo>∂</mml:mo><mml:mi>x</mml:mi></mml:mrow></mml:mfrac></mml:mstyle></mml:mrow></mml:mtd></mml:mtr><mml:mtr><mml:mtd/><mml:mtd><mml:mrow><mml:mo>+</mml:mo><mml:mi>R</mml:mi><mml:mstyle displaystyle="true"><mml:mfrac style="display"><mml:mrow><mml:mi>d</mml:mi><mml:msub><mml:mover accent="true"><mml:mi mathvariant="italic">ψ</mml:mi><mml:mo mathvariant="normal">̃</mml:mo></mml:mover><mml:mi mathvariant="normal">S</mml:mi></mml:msub></mml:mrow><mml:mrow><mml:mi mathvariant="normal">d</mml:mi><mml:mi>y</mml:mi></mml:mrow></mml:mfrac></mml:mstyle><mml:mstyle displaystyle="true"><mml:mfrac style="display"><mml:mrow><mml:mo>∂</mml:mo><mml:mi mathvariant="normal">Δ</mml:mi><mml:mi mathvariant="italic">ψ</mml:mi></mml:mrow><mml:mrow><mml:mo>∂</mml:mo><mml:mi>x</mml:mi></mml:mrow></mml:mfrac></mml:mstyle><mml:mo>-</mml:mo><mml:mi>R</mml:mi><mml:mstyle displaystyle="true"><mml:mfrac style="display"><mml:mrow><mml:msup><mml:mi>d</mml:mi><mml:mn mathvariant="normal">3</mml:mn></mml:msup><mml:mover accent="true"><mml:mrow><mml:msub><mml:mi mathvariant="italic">ψ</mml:mi><mml:mi>S</mml:mi></mml:msub></mml:mrow><mml:mo mathvariant="normal">̃</mml:mo></mml:mover></mml:mrow><mml:mrow><mml:mi mathvariant="normal">d</mml:mi><mml:msup><mml:mi>y</mml:mi><mml:mn mathvariant="normal">3</mml:mn></mml:msup></mml:mrow></mml:mfrac></mml:mstyle><mml:mstyle displaystyle="true"><mml:mfrac style="display"><mml:mrow><mml:mo>∂</mml:mo><mml:mi mathvariant="italic">ψ</mml:mi></mml:mrow><mml:mrow><mml:mo>∂</mml:mo><mml:mi>x</mml:mi></mml:mrow></mml:mfrac></mml:mstyle><mml:mo>,</mml:mo></mml:mrow></mml:mtd></mml:mtr></mml:mtable></mml:math></disp-formula>
        where all the primes are hereinafter omitted for the sake of convenience, and a nondimensional number <inline-formula><mml:math id="M85" display="inline"><mml:mi>R</mml:mi></mml:math></inline-formula> and <inline-formula><mml:math id="M86" display="inline"><mml:mover accent="true"><mml:mrow><mml:msub><mml:mi mathvariant="italic">ψ</mml:mi><mml:mi mathvariant="normal">S</mml:mi></mml:msub></mml:mrow><mml:mo mathvariant="normal">̃</mml:mo></mml:mover></mml:math></inline-formula> are defined as follows.
          <disp-formula id="Ch1.E9" content-type="numbered"><label>9</label><mml:math id="M87" display="block"><mml:mrow><mml:mi>R</mml:mi><mml:mo>=</mml:mo><mml:mstyle displaystyle="true"><mml:mfrac style="display"><mml:mrow><mml:msub><mml:mi mathvariant="italic">γ</mml:mi><mml:mn mathvariant="normal">1</mml:mn></mml:msub><mml:mi mathvariant="italic">ϵ</mml:mi></mml:mrow><mml:mrow><mml:mi>E</mml:mi><mml:msup><mml:mi mathvariant="italic">π</mml:mi><mml:mn mathvariant="normal">3</mml:mn></mml:msup><mml:mo>+</mml:mo><mml:mi>A</mml:mi><mml:mi mathvariant="italic">π</mml:mi></mml:mrow></mml:mfrac></mml:mstyle><mml:mo>,</mml:mo><mml:mover accent="true"><mml:mrow><mml:msub><mml:mi mathvariant="italic">ψ</mml:mi><mml:mi mathvariant="normal">S</mml:mi></mml:msub></mml:mrow><mml:mo mathvariant="normal">̃</mml:mo></mml:mover><mml:mo>=</mml:mo><mml:mo>-</mml:mo><mml:mstyle displaystyle="true"><mml:mfrac style="display"><mml:mrow><mml:mi>sin⁡</mml:mi><mml:mi mathvariant="italic">π</mml:mi><mml:mi>y</mml:mi></mml:mrow><mml:mi mathvariant="italic">π</mml:mi></mml:mfrac></mml:mstyle><mml:mo>.</mml:mo></mml:mrow></mml:math></disp-formula>
        Physically, the nondimensional number <inline-formula><mml:math id="M88" display="inline"><mml:mi>R</mml:mi></mml:math></inline-formula> is a ratio between the external forcing amplitude <inline-formula><mml:math id="M89" display="inline"><mml:mrow><mml:msub><mml:mi mathvariant="italic">γ</mml:mi><mml:mn mathvariant="normal">1</mml:mn></mml:msub></mml:mrow></mml:math></inline-formula> and the sum of the viscous and linear damping terms. As will be shown below, this number turns out to be a key bifurcation parameter that determines the dynamical transition of the ITCZ breakdown model.</p>
      <p id="d1e2233">Given the nature of the ITCZ model, the periodic boundary conditions will be then imposed in the zonal direction, and the free boundary conditions in the meridional direction for the perturbation Eq. (<xref ref-type="disp-formula" rid="Ch1.E8"/>) are applied at <inline-formula><mml:math id="M90" display="inline"><mml:mrow><mml:mi>y</mml:mi><mml:mo>=</mml:mo><mml:mo>-</mml:mo><mml:mn mathvariant="normal">1</mml:mn></mml:mrow></mml:math></inline-formula> and <inline-formula><mml:math id="M91" display="inline"><mml:mrow><mml:mi>y</mml:mi><mml:mo>=</mml:mo><mml:mn mathvariant="normal">1</mml:mn></mml:mrow></mml:math></inline-formula> such that

              <disp-formula id="Ch1.E10" content-type="numbered"><label>10</label><mml:math id="M92" display="block"><mml:mrow><mml:mstyle class="stylechange" displaystyle="true"/><mml:mtable class="aligned" columnspacing="1em" rowspacing="0.2ex" displaystyle="true" columnalign="right left"><mml:mtr><mml:mtd><mml:mstyle class="stylechange" displaystyle="true"/></mml:mtd><mml:mtd><mml:mrow><mml:mstyle displaystyle="true" class="stylechange"/><mml:mi mathvariant="italic">ψ</mml:mi><mml:mo>(</mml:mo><mml:mi>t</mml:mi><mml:mo>,</mml:mo><mml:mn mathvariant="normal">0</mml:mn><mml:mo>,</mml:mo><mml:mi>y</mml:mi><mml:mo>)</mml:mo><mml:mo>=</mml:mo><mml:mi mathvariant="italic">ψ</mml:mi><mml:mfenced close=")" open="("><mml:mrow><mml:mi>t</mml:mi><mml:mo>,</mml:mo><mml:mstyle displaystyle="true"><mml:mfrac style="display"><mml:mn mathvariant="normal">2</mml:mn><mml:mi>a</mml:mi></mml:mfrac></mml:mstyle><mml:mo>,</mml:mo><mml:mi>y</mml:mi></mml:mrow></mml:mfenced><mml:mo>,</mml:mo></mml:mrow></mml:mtd></mml:mtr><mml:mtr><mml:mtd><mml:mstyle displaystyle="true" class="stylechange"/></mml:mtd><mml:mtd><mml:mrow><mml:mstyle class="stylechange" displaystyle="true"/><mml:mi mathvariant="italic">ψ</mml:mi><mml:mo>(</mml:mo><mml:mi>t</mml:mi><mml:mo>,</mml:mo><mml:mi>x</mml:mi><mml:mo>,</mml:mo><mml:mo>-</mml:mo><mml:mn mathvariant="normal">1</mml:mn><mml:mo>)</mml:mo><mml:mo>=</mml:mo><mml:mi mathvariant="italic">ψ</mml:mi><mml:mo>(</mml:mo><mml:mi>t</mml:mi><mml:mo>,</mml:mo><mml:mi>x</mml:mi><mml:mo>,</mml:mo><mml:mn mathvariant="normal">1</mml:mn><mml:mo>)</mml:mo><mml:mo>=</mml:mo><mml:mn mathvariant="normal">0</mml:mn><mml:mo>,</mml:mo><mml:mi>a</mml:mi><mml:mi>n</mml:mi><mml:mi>d</mml:mi></mml:mrow></mml:mtd></mml:mtr><mml:mtr><mml:mtd><mml:mstyle displaystyle="true" class="stylechange"/></mml:mtd><mml:mtd><mml:mrow><mml:mstyle displaystyle="true"><mml:mfrac style="display"><mml:mrow><mml:msup><mml:mo>∂</mml:mo><mml:mn mathvariant="normal">2</mml:mn></mml:msup><mml:mi mathvariant="italic">ψ</mml:mi></mml:mrow><mml:mrow><mml:mo>∂</mml:mo><mml:msup><mml:mi>y</mml:mi><mml:mn mathvariant="normal">2</mml:mn></mml:msup></mml:mrow></mml:mfrac></mml:mstyle><mml:mo>(</mml:mo><mml:mi>t</mml:mi><mml:mo>,</mml:mo><mml:mi>x</mml:mi><mml:mo>,</mml:mo><mml:mo>-</mml:mo><mml:mn mathvariant="normal">1</mml:mn><mml:mo>)</mml:mo><mml:mo>=</mml:mo><mml:mstyle displaystyle="true"><mml:mfrac style="display"><mml:mrow><mml:msup><mml:mo>∂</mml:mo><mml:mn mathvariant="normal">2</mml:mn></mml:msup><mml:mi mathvariant="italic">ψ</mml:mi></mml:mrow><mml:mrow><mml:mo>∂</mml:mo><mml:msup><mml:mi>y</mml:mi><mml:mn mathvariant="normal">2</mml:mn></mml:msup></mml:mrow></mml:mfrac></mml:mstyle><mml:mo>(</mml:mo><mml:mi>t</mml:mi><mml:mo>,</mml:mo><mml:mi>x</mml:mi><mml:mo>,</mml:mo><mml:mn mathvariant="normal">1</mml:mn><mml:mo>)</mml:mo><mml:mo>=</mml:mo><mml:mn mathvariant="normal">0</mml:mn><mml:mo>.</mml:mo></mml:mrow></mml:mtd></mml:mtr></mml:mtable></mml:mrow></mml:math></disp-formula>

        The periodic boundary conditions along the west–east direction are naturally expected because of the cyclic property of the tropical channel around the Equator, while the free boundary conditions along the south–north direction will ensure that there is no meridional exchange (i.e., no <inline-formula><mml:math id="M93" display="inline"><mml:mi>v</mml:mi></mml:math></inline-formula>-wind component) at <inline-formula><mml:math id="M94" display="inline"><mml:mrow><mml:mi>y</mml:mi><mml:mo>=</mml:mo><mml:mo>-</mml:mo><mml:mn mathvariant="normal">1</mml:mn></mml:mrow></mml:math></inline-formula> and <inline-formula><mml:math id="M95" display="inline"><mml:mrow><mml:mi>y</mml:mi><mml:mo>=</mml:mo><mml:mn mathvariant="normal">1</mml:mn></mml:mrow></mml:math></inline-formula>. Apparently, the Neumann boundary condition at <inline-formula><mml:math id="M96" display="inline"><mml:mrow><mml:mi>y</mml:mi><mml:mo>=</mml:mo><mml:mn mathvariant="normal">0</mml:mn></mml:mrow></mml:math></inline-formula> is still valid after the domain extension because of the continuity of the solution at <inline-formula><mml:math id="M97" display="inline"><mml:mrow><mml:mi>y</mml:mi><mml:mo>=</mml:mo><mml:mn mathvariant="normal">0</mml:mn></mml:mrow></mml:math></inline-formula> in the interior region.</p>
      <p id="d1e2511">To further reduce the governing equation of the perturbation as given by
Eq. (<xref ref-type="disp-formula" rid="Ch1.E8"/>), we rewrite Eq. (<xref ref-type="disp-formula" rid="Ch1.E8"/>) in terms of an abstract functional notation that is standard in the study of the nonlinear dynamical transition. Three differential operators <inline-formula><mml:math id="M98" display="inline"><mml:mrow><mml:mi mathvariant="script">L</mml:mi><mml:mo>,</mml:mo><mml:mspace linebreak="nobreak" width="0.25em"/><mml:mi mathvariant="script">G</mml:mi></mml:mrow></mml:math></inline-formula>,  and <inline-formula><mml:math id="M99" display="inline"><mml:mi mathvariant="script">A</mml:mi></mml:math></inline-formula> are introduced as follows.

              <disp-formula specific-use="align" content-type="numbered"><mml:math id="M100" display="block"><mml:mtable displaystyle="true"><mml:mlabeledtr id="Ch1.E11"><mml:mtd><mml:mtext>11</mml:mtext></mml:mtd><mml:mtd><mml:mstyle class="stylechange" displaystyle="true"/></mml:mtd><mml:mtd><mml:mrow><mml:mstyle class="stylechange" displaystyle="true"/><mml:mi mathvariant="script">A</mml:mi><mml:mi mathvariant="italic">ψ</mml:mi><mml:mo>≡</mml:mo><mml:mi mathvariant="normal">Δ</mml:mi><mml:mi mathvariant="italic">ψ</mml:mi><mml:mo>,</mml:mo></mml:mrow></mml:mtd></mml:mlabeledtr><mml:mtr><mml:mtd><mml:mstyle displaystyle="true" class="stylechange"/></mml:mtd><mml:mtd><mml:mrow><mml:mstyle displaystyle="true" class="stylechange"/><mml:mi mathvariant="script">L</mml:mi><mml:mi mathvariant="italic">ψ</mml:mi><mml:mo>≡</mml:mo><mml:mi>E</mml:mi><mml:msup><mml:mi mathvariant="normal">Δ</mml:mi><mml:mn mathvariant="normal">2</mml:mn></mml:msup><mml:mi mathvariant="italic">ψ</mml:mi><mml:mo>-</mml:mo><mml:mi>A</mml:mi><mml:mi mathvariant="normal">Δ</mml:mi><mml:mi mathvariant="italic">ψ</mml:mi><mml:mo>-</mml:mo><mml:mstyle displaystyle="true"><mml:mfrac style="display"><mml:mrow><mml:mo>∂</mml:mo><mml:mi mathvariant="italic">ψ</mml:mi></mml:mrow><mml:mrow><mml:mo>∂</mml:mo><mml:mi>x</mml:mi></mml:mrow></mml:mfrac></mml:mstyle><mml:mo>+</mml:mo><mml:mi>R</mml:mi><mml:mstyle displaystyle="true"><mml:mfrac style="display"><mml:mrow><mml:mi>d</mml:mi><mml:mover accent="true"><mml:mrow><mml:msub><mml:mi mathvariant="italic">ψ</mml:mi><mml:mi>S</mml:mi></mml:msub></mml:mrow><mml:mo mathvariant="normal">̃</mml:mo></mml:mover></mml:mrow><mml:mrow><mml:mi mathvariant="normal">d</mml:mi><mml:mi>y</mml:mi></mml:mrow></mml:mfrac></mml:mstyle><mml:mstyle displaystyle="true"><mml:mfrac style="display"><mml:mrow><mml:mo>∂</mml:mo><mml:mi mathvariant="normal">Δ</mml:mi><mml:mi mathvariant="italic">ψ</mml:mi></mml:mrow><mml:mrow><mml:mo>∂</mml:mo><mml:mi>x</mml:mi></mml:mrow></mml:mfrac></mml:mstyle></mml:mrow></mml:mtd></mml:mtr><mml:mlabeledtr id="Ch1.E12"><mml:mtd><mml:mtext>12</mml:mtext></mml:mtd><mml:mtd><mml:mstyle class="stylechange" displaystyle="true"/></mml:mtd><mml:mtd><mml:mrow><mml:mstyle class="stylechange" displaystyle="true"/><mml:mo>-</mml:mo><mml:mi>R</mml:mi><mml:mstyle displaystyle="true"><mml:mfrac style="display"><mml:mrow><mml:msup><mml:mi>d</mml:mi><mml:mn mathvariant="normal">3</mml:mn></mml:msup><mml:mover accent="true"><mml:mrow><mml:msub><mml:mi mathvariant="italic">ψ</mml:mi><mml:mi>S</mml:mi></mml:msub></mml:mrow><mml:mo mathvariant="normal">̃</mml:mo></mml:mover></mml:mrow><mml:mrow><mml:mi mathvariant="normal">d</mml:mi><mml:msup><mml:mi>y</mml:mi><mml:mn mathvariant="normal">3</mml:mn></mml:msup></mml:mrow></mml:mfrac></mml:mstyle><mml:mstyle displaystyle="true"><mml:mfrac style="display"><mml:mrow><mml:mo>∂</mml:mo><mml:mi mathvariant="italic">ψ</mml:mi></mml:mrow><mml:mrow><mml:mo>∂</mml:mo><mml:mi>x</mml:mi></mml:mrow></mml:mfrac></mml:mstyle><mml:mo>,</mml:mo></mml:mrow></mml:mtd></mml:mlabeledtr><mml:mlabeledtr id="Ch1.E13"><mml:mtd><mml:mtext>13</mml:mtext></mml:mtd><mml:mtd><mml:mstyle class="stylechange" displaystyle="true"/></mml:mtd><mml:mtd><mml:mrow><mml:mstyle displaystyle="true" class="stylechange"/><mml:mi mathvariant="script">G</mml:mi><mml:mi mathvariant="italic">ψ</mml:mi><mml:mo>≡</mml:mo><mml:mi mathvariant="italic">ϵ</mml:mi><mml:mi>J</mml:mi><mml:mo>(</mml:mo><mml:mi mathvariant="normal">Δ</mml:mi><mml:mi mathvariant="italic">ψ</mml:mi><mml:mo>,</mml:mo><mml:mi mathvariant="italic">ψ</mml:mi><mml:mo>)</mml:mo><mml:mo>.</mml:mo></mml:mrow></mml:mtd></mml:mlabeledtr></mml:mtable></mml:math></disp-formula>

          Physically, <inline-formula><mml:math id="M101" display="inline"><mml:mi mathvariant="script">L</mml:mi></mml:math></inline-formula> is the Laplacian operator, <inline-formula><mml:math id="M102" display="inline"><mml:mi mathvariant="script">G</mml:mi></mml:math></inline-formula> is a linear operator that contains the advection associated with the background flow, and <inline-formula><mml:math id="M103" display="inline"><mml:mi mathvariant="script">A</mml:mi></mml:math></inline-formula> is a nonlinear operator representing the Jacobian effect. Equation (<xref ref-type="disp-formula" rid="Ch1.E8"/>) for the perturbation streamfunction with boundary condition (Eq. <xref ref-type="disp-formula" rid="Ch1.E10"/>) can be then put into the following abstract operator form.
          <disp-formula id="Ch1.E14" content-type="numbered"><label>14</label><mml:math id="M104" display="block"><mml:mrow><mml:mstyle displaystyle="true"><mml:mfrac style="display"><mml:mrow><mml:mo>∂</mml:mo><mml:mi mathvariant="script">A</mml:mi><mml:mi mathvariant="italic">ψ</mml:mi></mml:mrow><mml:mrow><mml:mo>∂</mml:mo><mml:mi>t</mml:mi></mml:mrow></mml:mfrac></mml:mstyle><mml:mo>=</mml:mo><mml:mi mathvariant="script">L</mml:mi><mml:mi mathvariant="italic">ψ</mml:mi><mml:mo>-</mml:mo><mml:mi mathvariant="script">G</mml:mi><mml:mo>(</mml:mo><mml:mi mathvariant="italic">ψ</mml:mi><mml:mo>)</mml:mo><mml:mo>.</mml:mo></mml:mrow></mml:math></disp-formula>
        As seen in this abstract form, the operators <inline-formula><mml:math id="M105" display="inline"><mml:mi mathvariant="script">A</mml:mi></mml:math></inline-formula> and <inline-formula><mml:math id="M106" display="inline"><mml:mi mathvariant="script">L</mml:mi></mml:math></inline-formula> are linear, whereas <inline-formula><mml:math id="M107" display="inline"><mml:mi mathvariant="script">G</mml:mi></mml:math></inline-formula> is a nonlinear operator due to the Jacobian's term. A typical analysis of Eq. (<xref ref-type="disp-formula" rid="Ch1.E14"/>) is to examine first the spectra of eigenvalues and eigenvectors of the linear component <inline-formula><mml:math id="M108" display="inline"><mml:mi mathvariant="script">L</mml:mi></mml:math></inline-formula>. We then determine the stability characteristics of the linear system, and finally construct the central manifold function with the full nonlinear terms included so that the stable and/or unstable properties of the new states of Eq. (<xref ref-type="disp-formula" rid="Ch1.E8"/>) can be quantified as the model parameters vary. The outcomes from these analyses are (i) the conditions in the large-scale environment that could determine the stability of the steady state as well as the upper bound on the number of unstable disturbances, and (ii) the structure of new states after the dynamical transition that the large-scale flows must possess to allow for the formation of initial tropical disturbances. These outcomes are important, because they could allow us to quantify the maximum number of environmental tropical embryos that the ITCZ can support in the tropical channel, thus addressing the question of the maximum number TCs that we would expect in the tropical region at any given time.</p>
</sec>
<sec id="Ch1.S3">
  <label>3</label><title>An upper bound on unstable modes</title>
<sec id="Ch1.S3.SS1">
  <label>3.1</label><title>Eigenmode analyses</title>
      <?pagebreak page8388?><p id="d1e2844">We start first with the search for the entire spectrum of the eigenvalues <inline-formula><mml:math id="M109" display="inline"><mml:mi mathvariant="italic">ρ</mml:mi></mml:math></inline-formula> of the linear operator <inline-formula><mml:math id="M110" display="inline"><mml:mi mathvariant="script">L</mml:mi></mml:math></inline-formula>  in Eq. (<xref ref-type="disp-formula" rid="Ch1.E14"/>). A linear operator <inline-formula><mml:math id="M111" display="inline"><mml:mrow><mml:mi>L</mml:mi><mml:mo>(</mml:mo><mml:mi mathvariant="italic">ρ</mml:mi><mml:mo>)</mml:mo></mml:mrow></mml:math></inline-formula> is defined as follows:

                <disp-formula id="Ch1.E15" content-type="numbered"><label>15</label><mml:math id="M112" display="block"><mml:mrow><mml:mstyle class="stylechange" displaystyle="true"/><mml:mi>L</mml:mi><mml:mo>(</mml:mo><mml:mi mathvariant="italic">ρ</mml:mi><mml:mo>)</mml:mo><mml:mi mathvariant="italic">ψ</mml:mi></mml:mrow><mml:mrow><mml:mstyle class="stylechange" displaystyle="true"/><mml:mo>=</mml:mo><mml:mi mathvariant="script">L</mml:mi><mml:mi mathvariant="italic">ψ</mml:mi><mml:mo>-</mml:mo><mml:mi mathvariant="italic">ρ</mml:mi><mml:mi mathvariant="italic">ψ</mml:mi><mml:mo>,</mml:mo><mml:mspace linebreak="nobreak" width="0.25em"/><mml:mspace width="0.25em" linebreak="nobreak"/><mml:mi mathvariant="italic">ρ</mml:mi><mml:mo>∈</mml:mo><mml:mi mathvariant="double-struck">C</mml:mi><mml:mo>.</mml:mo></mml:mrow></mml:math></disp-formula>

          Then, all eigenvectors of the linear operator <inline-formula><mml:math id="M113" display="inline"><mml:mi mathvariant="script">L</mml:mi></mml:math></inline-formula> are nontrivial solutions of <inline-formula><mml:math id="M114" display="inline"><mml:mrow><mml:mi>L</mml:mi><mml:mo>(</mml:mo><mml:mi mathvariant="italic">ρ</mml:mi><mml:mo>)</mml:mo><mml:mi mathvariant="italic">ψ</mml:mi><mml:mo>=</mml:mo><mml:mn mathvariant="normal">0</mml:mn></mml:mrow></mml:math></inline-formula> with the corresponding eigenvalue <inline-formula><mml:math id="M115" display="inline"><mml:mi mathvariant="italic">ρ</mml:mi></mml:math></inline-formula>. Because of the periodic boundary condition in the <inline-formula><mml:math id="M116" display="inline"><mml:mi>x</mml:mi></mml:math></inline-formula> direction, it turns out that the eigenvectors cannot be arbitrary. Indeed, the boundary conditions (Eq. <xref ref-type="disp-formula" rid="Ch1.E10"/>) impose a strict constraint on the possible functional forms of <inline-formula><mml:math id="M117" display="inline"><mml:mi mathvariant="italic">ψ</mml:mi></mml:math></inline-formula> such that every eigenvector <inline-formula><mml:math id="M118" display="inline"><mml:mi mathvariant="italic">ψ</mml:mi></mml:math></inline-formula> of <inline-formula><mml:math id="M119" display="inline"><mml:mi mathvariant="script">L</mml:mi></mml:math></inline-formula> must be expressed in the following separable form.

                <disp-formula id="Ch1.E16" content-type="numbered"><label>16</label><mml:math id="M120" display="block"><mml:mrow><mml:mstyle class="stylechange" displaystyle="true"/><mml:msub><mml:mi mathvariant="italic">ψ</mml:mi><mml:mi>m</mml:mi></mml:msub><mml:mo>(</mml:mo><mml:mi>x</mml:mi><mml:mo>,</mml:mo><mml:mi>y</mml:mi><mml:mo>)</mml:mo><mml:mo>=</mml:mo><mml:msup><mml:mi>e</mml:mi><mml:mrow><mml:mi>i</mml:mi><mml:mi mathvariant="italic">π</mml:mi><mml:mi mathvariant="normal">max</mml:mi></mml:mrow></mml:msup><mml:mi mathvariant="normal">Ψ</mml:mi><mml:mo>(</mml:mo><mml:mi>y</mml:mi><mml:mo>)</mml:mo><mml:mo>,</mml:mo></mml:mrow></mml:math></disp-formula>

          where <inline-formula><mml:math id="M121" display="inline"><mml:mrow><mml:mi>m</mml:mi><mml:mo>∈</mml:mo><mml:mi mathvariant="double-struck">Z</mml:mi></mml:mrow></mml:math></inline-formula> is any integer representing the zonal eigenmodes, and <inline-formula><mml:math id="M122" display="inline"><mml:mrow><mml:mi mathvariant="normal">Ψ</mml:mi><mml:mo>(</mml:mo><mml:mi>y</mml:mi><mml:mo>)</mml:mo></mml:mrow></mml:math></inline-formula> is the perturbation amplitude. Denoting the corresponding eigenvalue <inline-formula><mml:math id="M123" display="inline"><mml:mrow><mml:msub><mml:mi mathvariant="italic">ρ</mml:mi><mml:mi>m</mml:mi></mml:msub></mml:mrow></mml:math></inline-formula> for each meridional mode <inline-formula><mml:math id="M124" display="inline"><mml:mi>m</mml:mi></mml:math></inline-formula>, a substitution of the preceding separable form into the eigenvalue equation <inline-formula><mml:math id="M125" display="inline"><mml:mrow><mml:mi>L</mml:mi><mml:mo>(</mml:mo><mml:msub><mml:mi mathvariant="italic">ρ</mml:mi><mml:mi>m</mml:mi></mml:msub><mml:mo>)</mml:mo><mml:mi mathvariant="italic">ψ</mml:mi><mml:mo>=</mml:mo><mml:mn mathvariant="normal">0</mml:mn></mml:mrow></mml:math></inline-formula> yields

                <disp-formula id="Ch1.E17" content-type="numbered"><label>17</label><mml:math id="M126" display="block"><mml:mrow><mml:mstyle class="stylechange" displaystyle="true"/><mml:mfenced open="{" close=""><mml:mtable class="cases" columnspacing="1em" rowspacing="0.2ex" columnalign="left" framespacing="0em"><mml:mtr><mml:mtd><mml:mrow><mml:msub><mml:mi mathvariant="script">L</mml:mi><mml:mi>m</mml:mi></mml:msub><mml:mi mathvariant="normal">Ψ</mml:mi><mml:mo>=</mml:mo><mml:msub><mml:mi mathvariant="italic">ρ</mml:mi><mml:mi>m</mml:mi></mml:msub><mml:msub><mml:mi mathvariant="script">A</mml:mi><mml:mi>m</mml:mi></mml:msub><mml:mi mathvariant="normal">Ψ</mml:mi><mml:mo>,</mml:mo></mml:mrow></mml:mtd></mml:mtr><mml:mtr><mml:mtd><mml:mrow><mml:mi mathvariant="normal">Ψ</mml:mi><mml:mo>(</mml:mo><mml:mo>-</mml:mo><mml:mn mathvariant="normal">1</mml:mn><mml:mo>)</mml:mo><mml:mo>=</mml:mo><mml:mi mathvariant="normal">Ψ</mml:mi><mml:mo>(</mml:mo><mml:mn mathvariant="normal">1</mml:mn><mml:mo>)</mml:mo><mml:mo>=</mml:mo><mml:msup><mml:mi mathvariant="normal">Ψ</mml:mi><mml:mrow><mml:mo>′</mml:mo><mml:mo>′</mml:mo></mml:mrow></mml:msup><mml:mo>(</mml:mo><mml:mo>-</mml:mo><mml:mn mathvariant="normal">1</mml:mn><mml:mo>)</mml:mo><mml:mo>=</mml:mo><mml:msup><mml:mi mathvariant="normal">Ψ</mml:mi><mml:mrow><mml:mo>′</mml:mo><mml:mo>′</mml:mo></mml:mrow></mml:msup><mml:mo>(</mml:mo><mml:mn mathvariant="normal">1</mml:mn><mml:mo>)</mml:mo><mml:mo>=</mml:mo><mml:mn mathvariant="normal">0</mml:mn><mml:mo>,</mml:mo></mml:mrow></mml:mtd></mml:mtr></mml:mtable></mml:mfenced></mml:mrow></mml:math></disp-formula>

          where each prime in Eq. (<xref ref-type="disp-formula" rid="Ch1.E17"/>) hereinafter denotes a derivative of the streamfunction with respect to <inline-formula><mml:math id="M127" display="inline"><mml:mi>y</mml:mi></mml:math></inline-formula>, and the following notations have been introduced:

                <disp-formula specific-use="align" content-type="numbered"><mml:math id="M128" display="block"><mml:mtable displaystyle="true"><mml:mlabeledtr id="Ch1.E18"><mml:mtd><mml:mtext>18</mml:mtext></mml:mtd><mml:mtd><mml:mstyle class="stylechange" displaystyle="true"/></mml:mtd><mml:mtd><mml:mrow><mml:mstyle displaystyle="true" class="stylechange"/><mml:mtable class="aligned" columnspacing="1em" rowspacing="0.2ex" displaystyle="true" columnalign="right left"><mml:mtr><mml:mtd><mml:mstyle class="stylechange" displaystyle="true"/></mml:mtd><mml:mtd><mml:mrow><mml:mstyle class="stylechange" displaystyle="true"/><mml:msub><mml:mi mathvariant="script">L</mml:mi><mml:mi>m</mml:mi></mml:msub><mml:mi mathvariant="normal">Ψ</mml:mi><mml:mo>≡</mml:mo><mml:mi>E</mml:mi><mml:mo>(</mml:mo><mml:msup><mml:mi>D</mml:mi><mml:mn mathvariant="normal">2</mml:mn></mml:msup><mml:mo>-</mml:mo><mml:msup><mml:mi>a</mml:mi><mml:mn mathvariant="normal">2</mml:mn></mml:msup><mml:msup><mml:mi>m</mml:mi><mml:mn mathvariant="normal">2</mml:mn></mml:msup><mml:msup><mml:mi mathvariant="italic">π</mml:mi><mml:mn mathvariant="normal">2</mml:mn></mml:msup><mml:msup><mml:mo>)</mml:mo><mml:mn mathvariant="normal">2</mml:mn></mml:msup><mml:mi mathvariant="normal">Ψ</mml:mi><mml:mo>-</mml:mo><mml:mi>A</mml:mi><mml:mo>(</mml:mo><mml:msup><mml:mi>D</mml:mi><mml:mn mathvariant="normal">2</mml:mn></mml:msup><mml:mo>-</mml:mo><mml:msup><mml:mi>a</mml:mi><mml:mn mathvariant="normal">2</mml:mn></mml:msup><mml:msup><mml:mi>m</mml:mi><mml:mn mathvariant="normal">2</mml:mn></mml:msup><mml:msup><mml:mi mathvariant="italic">π</mml:mi><mml:mn mathvariant="normal">2</mml:mn></mml:msup><mml:mo>)</mml:mo><mml:mi mathvariant="normal">Ψ</mml:mi><mml:mo>-</mml:mo></mml:mrow></mml:mtd></mml:mtr><mml:mtr><mml:mtd><mml:mstyle class="stylechange" displaystyle="true"/></mml:mtd><mml:mtd><mml:mrow><mml:mstyle class="stylechange" displaystyle="true"/><mml:mi>i</mml:mi><mml:mi>m</mml:mi><mml:mi>a</mml:mi><mml:mi mathvariant="italic">π</mml:mi><mml:mi mathvariant="normal">Ψ</mml:mi><mml:mo>+</mml:mo><mml:mi>i</mml:mi><mml:mi>m</mml:mi><mml:mi>a</mml:mi><mml:mi mathvariant="italic">π</mml:mi><mml:mi>R</mml:mi><mml:msubsup><mml:mover accent="true"><mml:mi mathvariant="italic">ψ</mml:mi><mml:mo mathvariant="normal">̃</mml:mo></mml:mover><mml:mi mathvariant="normal">S</mml:mi><mml:mo>′</mml:mo></mml:msubsup><mml:mo>(</mml:mo><mml:msup><mml:mi>D</mml:mi><mml:mn mathvariant="normal">2</mml:mn></mml:msup><mml:mo>-</mml:mo><mml:msup><mml:mi>a</mml:mi><mml:mn mathvariant="normal">2</mml:mn></mml:msup><mml:msup><mml:mi>m</mml:mi><mml:mn mathvariant="normal">2</mml:mn></mml:msup><mml:msup><mml:mi mathvariant="italic">π</mml:mi><mml:mn mathvariant="normal">2</mml:mn></mml:msup><mml:mo>)</mml:mo><mml:mi mathvariant="normal">Ψ</mml:mi></mml:mrow></mml:mtd></mml:mtr><mml:mtr><mml:mtd><mml:mstyle displaystyle="true" class="stylechange"/></mml:mtd><mml:mtd><mml:mrow><mml:mstyle class="stylechange" displaystyle="true"/><mml:mo>-</mml:mo><mml:mi>i</mml:mi><mml:mi>m</mml:mi><mml:mi>a</mml:mi><mml:mi mathvariant="italic">π</mml:mi><mml:mi>R</mml:mi><mml:msubsup><mml:mover accent="true"><mml:mi mathvariant="italic">ψ</mml:mi><mml:mo mathvariant="normal">̃</mml:mo></mml:mover><mml:mi mathvariant="normal">S</mml:mi><mml:mrow><mml:mo>′</mml:mo><mml:mo>′</mml:mo><mml:mo>′</mml:mo></mml:mrow></mml:msubsup><mml:mi mathvariant="normal">Ψ</mml:mi><mml:mo>,</mml:mo></mml:mrow></mml:mtd></mml:mtr></mml:mtable></mml:mrow></mml:mtd></mml:mlabeledtr><mml:mlabeledtr id="Ch1.E19"><mml:mtd><mml:mtext>19</mml:mtext></mml:mtd><mml:mtd><mml:mstyle displaystyle="true" class="stylechange"/></mml:mtd><mml:mtd><mml:mrow><mml:mstyle displaystyle="true" class="stylechange"/><mml:msub><mml:mi mathvariant="script">A</mml:mi><mml:mi>m</mml:mi></mml:msub><mml:mi mathvariant="normal">Ψ</mml:mi><mml:mo>=</mml:mo><mml:mo>(</mml:mo><mml:msup><mml:mi>D</mml:mi><mml:mn mathvariant="normal">2</mml:mn></mml:msup><mml:mo>-</mml:mo><mml:msup><mml:mi>a</mml:mi><mml:mn mathvariant="normal">2</mml:mn></mml:msup><mml:msup><mml:mi>m</mml:mi><mml:mn mathvariant="normal">2</mml:mn></mml:msup><mml:msup><mml:mi mathvariant="italic">π</mml:mi><mml:mn mathvariant="normal">2</mml:mn></mml:msup><mml:mo>)</mml:mo><mml:mi mathvariant="normal">Ψ</mml:mi><mml:mo>,</mml:mo><mml:mtext>and</mml:mtext></mml:mrow></mml:mtd></mml:mlabeledtr><mml:mlabeledtr id="Ch1.E20"><mml:mtd><mml:mtext>20</mml:mtext></mml:mtd><mml:mtd><mml:mstyle class="stylechange" displaystyle="true"/></mml:mtd><mml:mtd><mml:mrow><mml:mstyle displaystyle="true" class="stylechange"/><mml:mi>D</mml:mi><mml:mo>≡</mml:mo><mml:mi>d</mml:mi><mml:mo>/</mml:mo><mml:mi mathvariant="normal">d</mml:mi><mml:mi>y</mml:mi><mml:mo>.</mml:mo></mml:mrow></mml:mtd></mml:mlabeledtr></mml:mtable></mml:math></disp-formula>

            Applying the boundary conditions <inline-formula><mml:math id="M129" display="inline"><mml:mrow><mml:mi mathvariant="normal">Ψ</mml:mi><mml:mo>(</mml:mo><mml:mo>-</mml:mo><mml:mn mathvariant="normal">1</mml:mn><mml:mo>)</mml:mo><mml:mo>=</mml:mo><mml:mi mathvariant="normal">Ψ</mml:mi><mml:mo>(</mml:mo><mml:mn mathvariant="normal">1</mml:mn><mml:mo>)</mml:mo><mml:mo>=</mml:mo><mml:msup><mml:mi mathvariant="normal">Ψ</mml:mi><mml:mrow><mml:mo>′</mml:mo><mml:mo>′</mml:mo></mml:mrow></mml:msup><mml:mo>(</mml:mo><mml:mo>-</mml:mo><mml:mn mathvariant="normal">1</mml:mn><mml:mo>)</mml:mo><mml:mo>=</mml:mo><mml:msup><mml:mi mathvariant="normal">Ψ</mml:mi><mml:mrow><mml:mo>′</mml:mo><mml:mo>′</mml:mo></mml:mrow></mml:msup><mml:mo>(</mml:mo><mml:mn mathvariant="normal">1</mml:mn><mml:mo>)</mml:mo><mml:mo>=</mml:mo><mml:mn mathvariant="normal">0</mml:mn></mml:mrow></mml:math></inline-formula> to Eq. (<xref ref-type="disp-formula" rid="Ch1.E17"/>), it can be seen further that all even-order derivatives of the perturbation amplitude <inline-formula><mml:math id="M130" display="inline"><mml:mrow><mml:mi mathvariant="normal">Ψ</mml:mi><mml:mo>(</mml:mo><mml:mi>y</mml:mi><mml:mo>)</mml:mo></mml:mrow></mml:math></inline-formula> vanish at the boundaries, i.e.,

                <disp-formula id="Ch1.E21" content-type="numbered"><label>21</label><mml:math id="M131" display="block"><mml:mrow><mml:mstyle displaystyle="true" class="stylechange"/><mml:msup><mml:mi mathvariant="normal">Ψ</mml:mi><mml:mrow><mml:mo>(</mml:mo><mml:mn mathvariant="normal">2</mml:mn><mml:mi>n</mml:mi><mml:mo>)</mml:mo></mml:mrow></mml:msup><mml:mo>(</mml:mo><mml:mo>-</mml:mo><mml:mn mathvariant="normal">1</mml:mn><mml:mo>)</mml:mo><mml:mo>=</mml:mo><mml:msup><mml:mi mathvariant="normal">Ψ</mml:mi><mml:mrow><mml:mo>(</mml:mo><mml:mn mathvariant="normal">2</mml:mn><mml:mi>n</mml:mi><mml:mo>)</mml:mo></mml:mrow></mml:msup><mml:mo>(</mml:mo><mml:mn mathvariant="normal">1</mml:mn><mml:mo>)</mml:mo><mml:mo>=</mml:mo><mml:mn mathvariant="normal">0</mml:mn><mml:mo>,</mml:mo><mml:mi>n</mml:mi><mml:mo>=</mml:mo><mml:mn mathvariant="normal">0</mml:mn><mml:mo>,</mml:mo><mml:mn mathvariant="normal">1</mml:mn><mml:mo>,</mml:mo><mml:mi mathvariant="normal">⋯</mml:mi><mml:mo>,</mml:mo></mml:mrow></mml:math></disp-formula>

          where <inline-formula><mml:math id="M132" display="inline"><mml:mi>n</mml:mi></mml:math></inline-formula> represents the order of derivative with respect to the <inline-formula><mml:math id="M133" display="inline"><mml:mi>y</mml:mi></mml:math></inline-formula> direction. This important property of the perturbation amplitude <inline-formula><mml:math id="M134" display="inline"><mml:mrow><mml:mi mathvariant="normal">Ψ</mml:mi><mml:mo>(</mml:mo><mml:mi>y</mml:mi><mml:mo>)</mml:mo></mml:mrow></mml:math></inline-formula> results in a constraint that <inline-formula><mml:math id="M135" display="inline"><mml:mrow><mml:mi mathvariant="normal">Ψ</mml:mi><mml:mo>(</mml:mo><mml:mi>y</mml:mi><mml:mo>)</mml:mo></mml:mrow></mml:math></inline-formula> must be expressed in the following form.

                <disp-formula id="Ch1.E22" content-type="numbered"><label>22</label><mml:math id="M136" display="block"><mml:mrow><mml:mstyle displaystyle="true" class="stylechange"/><mml:mi mathvariant="normal">Ψ</mml:mi><mml:mo>(</mml:mo><mml:mi>y</mml:mi><mml:mo>)</mml:mo><mml:mo>=</mml:mo><mml:munder><mml:mo movablelimits="false">∑</mml:mo><mml:mrow><mml:mi>n</mml:mi><mml:mo>≥</mml:mo><mml:mn mathvariant="normal">0</mml:mn></mml:mrow></mml:munder><mml:msub><mml:mi mathvariant="italic">ϕ</mml:mi><mml:mi>n</mml:mi></mml:msub><mml:mi>cos⁡</mml:mi><mml:mfenced open="(" close=")"><mml:mrow><mml:mi>n</mml:mi><mml:mo>+</mml:mo><mml:mstyle displaystyle="true"><mml:mfrac style="display"><mml:mn mathvariant="normal">1</mml:mn><mml:mn mathvariant="normal">2</mml:mn></mml:mfrac></mml:mstyle></mml:mrow></mml:mfenced><mml:mi mathvariant="italic">π</mml:mi><mml:mi>y</mml:mi><mml:mo>+</mml:mo><mml:munder><mml:mo movablelimits="false">∑</mml:mo><mml:mrow><mml:mi>n</mml:mi><mml:mo>≥</mml:mo><mml:mn mathvariant="normal">1</mml:mn></mml:mrow></mml:munder><mml:msub><mml:mover accent="true"><mml:mi mathvariant="italic">ϕ</mml:mi><mml:mo mathvariant="normal">̃</mml:mo></mml:mover><mml:mi>n</mml:mi></mml:msub><mml:mi>sin⁡</mml:mi><mml:mi>n</mml:mi><mml:mi mathvariant="italic">π</mml:mi><mml:mi>y</mml:mi><mml:mo>,</mml:mo></mml:mrow></mml:math></disp-formula>

          where <inline-formula><mml:math id="M137" display="inline"><mml:mrow><mml:msub><mml:mi mathvariant="italic">ϕ</mml:mi><mml:mi>n</mml:mi></mml:msub></mml:mrow></mml:math></inline-formula> and <inline-formula><mml:math id="M138" display="inline"><mml:mrow><mml:msub><mml:mover accent="true"><mml:mi mathvariant="italic">ϕ</mml:mi><mml:mo mathvariant="normal">̃</mml:mo></mml:mover><mml:mi>n</mml:mi></mml:msub></mml:mrow></mml:math></inline-formula> are the coefficients to be determined by the eigenvalue equation. As a result, every solution <inline-formula><mml:math id="M139" display="inline"><mml:mrow><mml:msub><mml:mi mathvariant="italic">ψ</mml:mi><mml:mi>m</mml:mi></mml:msub><mml:mo>(</mml:mo><mml:mi>x</mml:mi><mml:mo>,</mml:mo><mml:mi>y</mml:mi><mml:mo>)</mml:mo></mml:mrow></mml:math></inline-formula> of <inline-formula><mml:math id="M140" display="inline"><mml:mrow><mml:mi>L</mml:mi><mml:mo>(</mml:mo><mml:mi mathvariant="italic">ρ</mml:mi><mml:mo>)</mml:mo><mml:mi mathvariant="italic">ψ</mml:mi><mml:mo>=</mml:mo><mml:mn mathvariant="normal">0</mml:mn></mml:mrow></mml:math></inline-formula> can be expressed as
            <disp-formula id="Ch1.E23" content-type="numbered"><label>23</label><mml:math id="M141" display="block"><mml:mtable class="split" rowspacing="0.2ex" columnspacing="1em" displaystyle="true" columnalign="right left"><mml:mtr><mml:mtd><mml:mrow><mml:msub><mml:mi mathvariant="italic">ψ</mml:mi><mml:mi>m</mml:mi></mml:msub><mml:mo>(</mml:mo><mml:mi>x</mml:mi><mml:mo>,</mml:mo><mml:mi>y</mml:mi><mml:mo>)</mml:mo></mml:mrow></mml:mtd><mml:mtd><mml:mrow><mml:mo>=</mml:mo><mml:munder><mml:mo movablelimits="false">∑</mml:mo><mml:mrow><mml:mi>n</mml:mi><mml:mo>≥</mml:mo><mml:mn mathvariant="normal">0</mml:mn></mml:mrow></mml:munder><mml:msup><mml:mi>i</mml:mi><mml:mi>n</mml:mi></mml:msup><mml:msup><mml:mi>e</mml:mi><mml:mrow><mml:mi>i</mml:mi><mml:mi>m</mml:mi><mml:mi>a</mml:mi><mml:mi mathvariant="italic">π</mml:mi><mml:mi>x</mml:mi></mml:mrow></mml:msup><mml:msub><mml:mi mathvariant="italic">ϕ</mml:mi><mml:mrow><mml:mi>m</mml:mi><mml:mo>,</mml:mo><mml:mi>n</mml:mi></mml:mrow></mml:msub><mml:mi>cos⁡</mml:mi><mml:mfenced open="(" close=")"><mml:mrow><mml:mi>n</mml:mi><mml:mo>+</mml:mo><mml:mstyle displaystyle="true"><mml:mfrac style="display"><mml:mn mathvariant="normal">1</mml:mn><mml:mn mathvariant="normal">2</mml:mn></mml:mfrac></mml:mstyle></mml:mrow></mml:mfenced><mml:mi mathvariant="italic">π</mml:mi><mml:mi>y</mml:mi></mml:mrow></mml:mtd></mml:mtr><mml:mtr><mml:mtd/><mml:mtd><mml:mrow><mml:mo>+</mml:mo><mml:munder><mml:mo movablelimits="false">∑</mml:mo><mml:mrow><mml:mi>n</mml:mi><mml:mo>≥</mml:mo><mml:mn mathvariant="normal">1</mml:mn></mml:mrow></mml:munder><mml:msup><mml:mi>i</mml:mi><mml:mi>n</mml:mi></mml:msup><mml:msup><mml:mi>e</mml:mi><mml:mrow><mml:mi>i</mml:mi><mml:mi>m</mml:mi><mml:mi>a</mml:mi><mml:mi mathvariant="italic">π</mml:mi><mml:mi>x</mml:mi></mml:mrow></mml:msup><mml:msub><mml:mover accent="true"><mml:mi mathvariant="italic">ϕ</mml:mi><mml:mo mathvariant="normal">̃</mml:mo></mml:mover><mml:mrow><mml:mi>m</mml:mi><mml:mo>,</mml:mo><mml:mi>n</mml:mi></mml:mrow></mml:msub><mml:mi>sin⁡</mml:mi><mml:mi>n</mml:mi><mml:mi mathvariant="italic">π</mml:mi><mml:mi>y</mml:mi><mml:mo>,</mml:mo><mml:mspace width="1em" linebreak="nobreak"/><mml:mi>m</mml:mi><mml:mo>∈</mml:mo><mml:mi mathvariant="double-struck">Z</mml:mi><mml:mo>,</mml:mo></mml:mrow></mml:mtd></mml:mtr></mml:mtable></mml:math></disp-formula>
          where we have redefined the expansion coefficients as <inline-formula><mml:math id="M142" display="inline"><mml:mrow><mml:msup><mml:mi>i</mml:mi><mml:mi>n</mml:mi></mml:msup><mml:msub><mml:mi mathvariant="italic">ϕ</mml:mi><mml:mrow><mml:mi>m</mml:mi><mml:mo>,</mml:mo><mml:mi>n</mml:mi></mml:mrow></mml:msub></mml:mrow></mml:math></inline-formula> and <inline-formula><mml:math id="M143" display="inline"><mml:mrow><mml:msup><mml:mi>i</mml:mi><mml:mi>n</mml:mi></mml:msup><mml:msub><mml:mover accent="true"><mml:mi mathvariant="italic">ϕ</mml:mi><mml:mo mathvariant="normal">̃</mml:mo></mml:mover><mml:mi>n</mml:mi></mml:msub></mml:mrow></mml:math></inline-formula>  instead of <inline-formula><mml:math id="M144" display="inline"><mml:mrow><mml:msub><mml:mi mathvariant="italic">ϕ</mml:mi><mml:mrow><mml:mi>m</mml:mi><mml:mo>,</mml:mo><mml:mi>n</mml:mi></mml:mrow></mml:msub></mml:mrow></mml:math></inline-formula> and <inline-formula><mml:math id="M145" display="inline"><mml:mrow><mml:msub><mml:mover accent="true"><mml:mi mathvariant="italic">ϕ</mml:mi><mml:mo mathvariant="normal">̃</mml:mo></mml:mover><mml:mi>n</mml:mi></mml:msub></mml:mrow></mml:math></inline-formula> as in Eq. (<xref ref-type="disp-formula" rid="Ch1.E22"/>) for the sake of convenience.</p>
      <?pagebreak page8389?><p id="d1e4057">In what follows, we will determine the wavenumber <inline-formula><mml:math id="M146" display="inline"><mml:mi>m</mml:mi></mml:math></inline-formula> such that the eigenvector <inline-formula><mml:math id="M147" display="inline"><mml:mrow><mml:msub><mml:mi mathvariant="italic">ψ</mml:mi><mml:mi>m</mml:mi></mml:msub></mml:mrow></mml:math></inline-formula> given by Eq. (<xref ref-type="disp-formula" rid="Ch1.E23"/>) becomes <italic>first</italic> unstable, i.e., the real part of the corresponding eigenvalue <inline-formula><mml:math id="M148" display="inline"><mml:mrow><mml:msub><mml:mi mathvariant="italic">ρ</mml:mi><mml:mi>m</mml:mi></mml:msub></mml:mrow></mml:math></inline-formula> becomes positive, as the control parameter <inline-formula><mml:math id="M149" display="inline"><mml:mi>R</mml:mi></mml:math></inline-formula> increases. (Requirements for the existence of the first unstable mode are known as the principle of exchange of stabilities (PES) conditions. See Appendix A.) It can be verified that for any complex eigenvalue <inline-formula><mml:math id="M150" display="inline"><mml:mrow><mml:msub><mml:mi mathvariant="italic">ρ</mml:mi><mml:mi>m</mml:mi></mml:msub><mml:mo>∈</mml:mo><mml:mi mathvariant="double-struck">C</mml:mi></mml:mrow></mml:math></inline-formula>, <inline-formula><mml:math id="M151" display="inline"><mml:mrow><mml:msub><mml:mi mathvariant="italic">ψ</mml:mi><mml:mi>m</mml:mi></mml:msub></mml:mrow></mml:math></inline-formula> and <inline-formula><mml:math id="M152" display="inline"><mml:mrow><mml:mi>L</mml:mi><mml:mo>(</mml:mo><mml:mi mathvariant="italic">ρ</mml:mi><mml:mo>)</mml:mo><mml:msub><mml:mi mathvariant="italic">ψ</mml:mi><mml:mi>m</mml:mi></mml:msub></mml:mrow></mml:math></inline-formula> will have the same functional form. Thus, let us denote
            <disp-formula id="Ch1.E24" content-type="numbered"><label>24</label><mml:math id="M153" display="block"><mml:mtable rowspacing="0.2ex" columnspacing="1em" class="split" displaystyle="true" columnalign="right left"><mml:mtr><mml:mtd><mml:mrow><mml:mi>L</mml:mi><mml:mo>(</mml:mo><mml:msub><mml:mi mathvariant="italic">ρ</mml:mi><mml:mi>m</mml:mi></mml:msub><mml:mo>)</mml:mo><mml:msub><mml:mi mathvariant="italic">ψ</mml:mi><mml:mi>m</mml:mi></mml:msub></mml:mrow></mml:mtd><mml:mtd><mml:mrow><mml:mo>=</mml:mo><mml:mi>L</mml:mi><mml:mo>(</mml:mo><mml:msub><mml:mi mathvariant="italic">ρ</mml:mi><mml:mi>m</mml:mi></mml:msub><mml:mo>)</mml:mo><mml:munder><mml:mo movablelimits="false">∑</mml:mo><mml:mrow><mml:mi>n</mml:mi><mml:mo>≥</mml:mo><mml:mn mathvariant="normal">0</mml:mn></mml:mrow></mml:munder><mml:msup><mml:mi>i</mml:mi><mml:mi>n</mml:mi></mml:msup><mml:msup><mml:mi>e</mml:mi><mml:mrow><mml:mi>i</mml:mi><mml:mi>m</mml:mi><mml:mi>a</mml:mi><mml:mi mathvariant="italic">π</mml:mi><mml:mi>x</mml:mi></mml:mrow></mml:msup><mml:msub><mml:mi mathvariant="italic">ϕ</mml:mi><mml:mrow><mml:mi>m</mml:mi><mml:mo>,</mml:mo><mml:mi>n</mml:mi></mml:mrow></mml:msub><mml:mi>cos⁡</mml:mi><mml:mfenced open="(" close=")"><mml:mrow><mml:mi>n</mml:mi><mml:mo>+</mml:mo><mml:mstyle displaystyle="true"><mml:mfrac style="display"><mml:mn mathvariant="normal">1</mml:mn><mml:mn mathvariant="normal">2</mml:mn></mml:mfrac></mml:mstyle></mml:mrow></mml:mfenced><mml:mi mathvariant="italic">π</mml:mi><mml:mi>y</mml:mi></mml:mrow></mml:mtd></mml:mtr><mml:mtr><mml:mtd/><mml:mtd><mml:mrow><mml:mo>+</mml:mo><mml:mi>L</mml:mi><mml:mo>(</mml:mo><mml:msub><mml:mi mathvariant="italic">ρ</mml:mi><mml:mi>m</mml:mi></mml:msub><mml:mo>)</mml:mo><mml:munder><mml:mo movablelimits="false">∑</mml:mo><mml:mrow><mml:mi>n</mml:mi><mml:mo>≥</mml:mo><mml:mn mathvariant="normal">1</mml:mn></mml:mrow></mml:munder><mml:msup><mml:mi>i</mml:mi><mml:mi>n</mml:mi></mml:msup><mml:msup><mml:mi>e</mml:mi><mml:mrow><mml:mi>i</mml:mi><mml:mi>m</mml:mi><mml:mi>a</mml:mi><mml:mi mathvariant="italic">π</mml:mi><mml:mi>x</mml:mi></mml:mrow></mml:msup><mml:msub><mml:mover accent="true"><mml:mi mathvariant="italic">ϕ</mml:mi><mml:mo mathvariant="normal">̃</mml:mo></mml:mover><mml:mrow><mml:mi>m</mml:mi><mml:mo>,</mml:mo><mml:mi>n</mml:mi></mml:mrow></mml:msub><mml:mi>sin⁡</mml:mi><mml:mspace width="0.25em" linebreak="nobreak"/><mml:mi>n</mml:mi><mml:mi mathvariant="italic">π</mml:mi><mml:mi>y</mml:mi></mml:mrow></mml:mtd></mml:mtr></mml:mtable></mml:math></disp-formula>

            <disp-formula id="Ch1.E25" content-type="numbered"><label>25</label><mml:math id="M154" display="block"><mml:mtable class="split" rowspacing="0.2ex" columnspacing="1em" displaystyle="true" columnalign="right left"><mml:mtr><mml:mtd/><mml:mtd><mml:mrow><mml:mo>≡</mml:mo><mml:munder><mml:mo movablelimits="false">∑</mml:mo><mml:mrow><mml:mi>n</mml:mi><mml:mo>≥</mml:mo><mml:mn mathvariant="normal">0</mml:mn></mml:mrow></mml:munder><mml:msup><mml:mi>i</mml:mi><mml:mi>n</mml:mi></mml:msup><mml:msup><mml:mi>e</mml:mi><mml:mrow><mml:mi>i</mml:mi><mml:mi>m</mml:mi><mml:mi>a</mml:mi><mml:mi mathvariant="italic">π</mml:mi><mml:mi>x</mml:mi></mml:mrow></mml:msup><mml:msub><mml:mi mathvariant="italic">φ</mml:mi><mml:mrow><mml:mi>m</mml:mi><mml:mo>,</mml:mo><mml:mi>n</mml:mi></mml:mrow></mml:msub><mml:mi>cos⁡</mml:mi><mml:mfenced open="(" close=")"><mml:mrow><mml:mi>n</mml:mi><mml:mo>+</mml:mo><mml:mstyle displaystyle="true"><mml:mfrac style="display"><mml:mn mathvariant="normal">1</mml:mn><mml:mn mathvariant="normal">2</mml:mn></mml:mfrac></mml:mstyle></mml:mrow></mml:mfenced><mml:mi mathvariant="italic">π</mml:mi><mml:mi>y</mml:mi></mml:mrow></mml:mtd></mml:mtr><mml:mtr><mml:mtd/><mml:mtd><mml:mrow><mml:mo>+</mml:mo><mml:munder><mml:mo movablelimits="false">∑</mml:mo><mml:mrow><mml:mi>n</mml:mi><mml:mo>≥</mml:mo><mml:mn mathvariant="normal">1</mml:mn></mml:mrow></mml:munder><mml:msup><mml:mi>i</mml:mi><mml:mi>n</mml:mi></mml:msup><mml:msup><mml:mi>e</mml:mi><mml:mrow><mml:mi>i</mml:mi><mml:mi>m</mml:mi><mml:mi>a</mml:mi><mml:mi mathvariant="italic">π</mml:mi><mml:mi>x</mml:mi></mml:mrow></mml:msup><mml:msub><mml:mover accent="true"><mml:mi mathvariant="italic">φ</mml:mi><mml:mo mathvariant="normal">̃</mml:mo></mml:mover><mml:mrow><mml:mi>m</mml:mi><mml:mo>,</mml:mo><mml:mi>n</mml:mi></mml:mrow></mml:msub><mml:mi>sin⁡</mml:mi><mml:mspace linebreak="nobreak" width="0.25em"/><mml:mi>n</mml:mi><mml:mi mathvariant="italic">π</mml:mi><mml:mi>y</mml:mi><mml:mo>=</mml:mo><mml:mn mathvariant="normal">0</mml:mn><mml:mo>.</mml:mo></mml:mrow></mml:mtd></mml:mtr></mml:mtable></mml:math></disp-formula>
          Apparently, Eq. (<xref ref-type="disp-formula" rid="Ch1.E23"/>) is an eigenvector of the eigenvalue equation <inline-formula><mml:math id="M155" display="inline"><mml:mrow><mml:mi>L</mml:mi><mml:mo>(</mml:mo><mml:msub><mml:mi mathvariant="italic">ρ</mml:mi><mml:mi>m</mml:mi></mml:msub><mml:mo>)</mml:mo><mml:mi mathvariant="italic">ψ</mml:mi><mml:mo>=</mml:mo><mml:mn mathvariant="normal">0</mml:mn></mml:mrow></mml:math></inline-formula> if and only if the above identity is true <inline-formula><mml:math id="M156" display="inline"><mml:mrow><mml:mo>∀</mml:mo><mml:mo>(</mml:mo><mml:mi>x</mml:mi><mml:mo>,</mml:mo><mml:mi>y</mml:mi><mml:mo>)</mml:mo></mml:mrow></mml:math></inline-formula>. As a result, explicit calculation of each term in Eq. (<xref ref-type="disp-formula" rid="Ch1.E24"/>) will lead to

                <disp-formula specific-use="align" content-type="numbered"><mml:math id="M157" display="block"><mml:mtable displaystyle="true"><mml:mtr><mml:mtd><mml:mrow><mml:mstyle displaystyle="true" class="stylechange"/><mml:msub><mml:mi mathvariant="italic">φ</mml:mi><mml:mrow><mml:mi>m</mml:mi><mml:mo>,</mml:mo><mml:mi>n</mml:mi></mml:mrow></mml:msub></mml:mrow></mml:mtd><mml:mtd><mml:mrow><mml:mstyle class="stylechange" displaystyle="true"/><mml:mo>=</mml:mo><mml:msub><mml:mi>B</mml:mi><mml:mrow><mml:mi>m</mml:mi><mml:mo>,</mml:mo><mml:mi>n</mml:mi><mml:mo>+</mml:mo><mml:mn mathvariant="normal">1</mml:mn></mml:mrow></mml:msub><mml:msub><mml:mi mathvariant="italic">ϕ</mml:mi><mml:mrow><mml:mi>m</mml:mi><mml:mo>,</mml:mo><mml:mi>n</mml:mi><mml:mo>+</mml:mo><mml:mn mathvariant="normal">1</mml:mn></mml:mrow></mml:msub><mml:mo>+</mml:mo><mml:msub><mml:mi>C</mml:mi><mml:mrow><mml:mi>m</mml:mi><mml:mo>,</mml:mo><mml:mi>n</mml:mi></mml:mrow></mml:msub><mml:msub><mml:mi mathvariant="italic">ϕ</mml:mi><mml:mrow><mml:mi>m</mml:mi><mml:mo>,</mml:mo><mml:mi>n</mml:mi></mml:mrow></mml:msub><mml:mo>-</mml:mo><mml:msub><mml:mi>B</mml:mi><mml:mrow><mml:mi>m</mml:mi><mml:mo>,</mml:mo><mml:mi>n</mml:mi><mml:mo>-</mml:mo><mml:mn mathvariant="normal">1</mml:mn></mml:mrow></mml:msub><mml:msub><mml:mi mathvariant="italic">ϕ</mml:mi><mml:mrow><mml:mi>m</mml:mi><mml:mo>,</mml:mo><mml:mi>n</mml:mi><mml:mo>-</mml:mo><mml:mn mathvariant="normal">1</mml:mn></mml:mrow></mml:msub></mml:mrow></mml:mtd></mml:mtr><mml:mlabeledtr id="Ch1.E26"><mml:mtd><mml:mtext>26</mml:mtext></mml:mtd><mml:mtd><mml:mstyle class="stylechange" displaystyle="true"/></mml:mtd><mml:mtd><mml:mrow><mml:mstyle class="stylechange" displaystyle="true"/><mml:mo>=</mml:mo><mml:mn mathvariant="normal">0</mml:mn><mml:mo>,</mml:mo><mml:mspace linebreak="nobreak" width="0.25em"/><mml:mspace width="0.25em" linebreak="nobreak"/><mml:mi>n</mml:mi><mml:mo>≥</mml:mo><mml:mn mathvariant="normal">1</mml:mn><mml:mo>,</mml:mo></mml:mrow></mml:mtd></mml:mlabeledtr></mml:mtable></mml:math></disp-formula>

                <disp-formula specific-use="align" content-type="numbered"><mml:math id="M158" display="block"><mml:mtable displaystyle="true"><mml:mtr><mml:mtd><mml:mrow><mml:mstyle class="stylechange" displaystyle="true"/><mml:msub><mml:mi mathvariant="italic">φ</mml:mi><mml:mrow><mml:mi>m</mml:mi><mml:mo>,</mml:mo><mml:mn mathvariant="normal">0</mml:mn></mml:mrow></mml:msub></mml:mrow></mml:mtd><mml:mtd><mml:mrow><mml:mstyle class="stylechange" displaystyle="true"/><mml:mo>=</mml:mo><mml:msub><mml:mi>B</mml:mi><mml:mrow><mml:mi>m</mml:mi><mml:mo>,</mml:mo><mml:mn mathvariant="normal">1</mml:mn></mml:mrow></mml:msub><mml:msub><mml:mi mathvariant="italic">ϕ</mml:mi><mml:mrow><mml:mi>m</mml:mi><mml:mo>,</mml:mo><mml:mn mathvariant="normal">1</mml:mn></mml:mrow></mml:msub><mml:mo>+</mml:mo><mml:msub><mml:mi>C</mml:mi><mml:mrow><mml:mi>m</mml:mi><mml:mo>,</mml:mo><mml:mn mathvariant="normal">0</mml:mn></mml:mrow></mml:msub><mml:msub><mml:mi mathvariant="italic">ϕ</mml:mi><mml:mrow><mml:mi>m</mml:mi><mml:mo>,</mml:mo><mml:mn mathvariant="normal">0</mml:mn></mml:mrow></mml:msub><mml:mo>+</mml:mo><mml:mi>i</mml:mi><mml:mfenced open="(" close=")"><mml:mrow><mml:msub><mml:mi>A</mml:mi><mml:mrow><mml:mi>m</mml:mi><mml:mo>,</mml:mo><mml:mn mathvariant="normal">0</mml:mn></mml:mrow></mml:msub><mml:msub><mml:mi mathvariant="italic">ϕ</mml:mi><mml:mrow><mml:mi>m</mml:mi><mml:mo>,</mml:mo><mml:mn mathvariant="normal">0</mml:mn></mml:mrow></mml:msub><mml:mo>-</mml:mo><mml:msub><mml:mi mathvariant="italic">ϕ</mml:mi><mml:mrow><mml:mi>m</mml:mi><mml:mo>,</mml:mo><mml:mn mathvariant="normal">0</mml:mn></mml:mrow></mml:msub></mml:mrow></mml:mfenced></mml:mrow></mml:mtd></mml:mtr><mml:mlabeledtr id="Ch1.E27"><mml:mtd><mml:mtext>27</mml:mtext></mml:mtd><mml:mtd><mml:mstyle displaystyle="true" class="stylechange"/></mml:mtd><mml:mtd><mml:mrow><mml:mstyle class="stylechange" displaystyle="true"/><mml:mo>=</mml:mo><mml:mn mathvariant="normal">0</mml:mn><mml:mo>,</mml:mo><mml:mspace linebreak="nobreak" width="0.25em"/><mml:mspace linebreak="nobreak" width="0.25em"/><mml:mi>n</mml:mi><mml:mo>=</mml:mo><mml:mn mathvariant="normal">0</mml:mn><mml:mo>,</mml:mo></mml:mrow></mml:mtd></mml:mlabeledtr></mml:mtable></mml:math></disp-formula>

                <disp-formula specific-use="align" content-type="numbered"><mml:math id="M159" display="block"><mml:mtable displaystyle="true"><mml:mtr><mml:mtd><mml:mrow><mml:mstyle displaystyle="true" class="stylechange"/><mml:msub><mml:mover accent="true"><mml:mi mathvariant="italic">φ</mml:mi><mml:mo mathvariant="normal">̃</mml:mo></mml:mover><mml:mrow><mml:mi>m</mml:mi><mml:mo>,</mml:mo><mml:mi>n</mml:mi></mml:mrow></mml:msub></mml:mrow></mml:mtd><mml:mtd><mml:mrow><mml:mstyle displaystyle="true" class="stylechange"/><mml:mo>=</mml:mo><mml:msub><mml:mi>D</mml:mi><mml:mrow><mml:mi>m</mml:mi><mml:mo>,</mml:mo><mml:mi>n</mml:mi><mml:mo>+</mml:mo><mml:mn mathvariant="normal">1</mml:mn></mml:mrow></mml:msub><mml:msub><mml:mover accent="true"><mml:mi mathvariant="italic">ϕ</mml:mi><mml:mo mathvariant="normal">̃</mml:mo></mml:mover><mml:mrow><mml:mi>m</mml:mi><mml:mo>,</mml:mo><mml:mi>n</mml:mi><mml:mo>+</mml:mo><mml:mn mathvariant="normal">1</mml:mn></mml:mrow></mml:msub><mml:mo>+</mml:mo><mml:msub><mml:mi>E</mml:mi><mml:mrow><mml:mi>m</mml:mi><mml:mo>,</mml:mo><mml:mi>n</mml:mi></mml:mrow></mml:msub><mml:msub><mml:mover accent="true"><mml:mi mathvariant="italic">ϕ</mml:mi><mml:mo mathvariant="normal">̃</mml:mo></mml:mover><mml:mrow><mml:mi>m</mml:mi><mml:mo>,</mml:mo><mml:mi>n</mml:mi></mml:mrow></mml:msub><mml:mo>-</mml:mo><mml:msub><mml:mi>D</mml:mi><mml:mrow><mml:mi>m</mml:mi><mml:mo>,</mml:mo><mml:mi>n</mml:mi><mml:mo>-</mml:mo><mml:mn mathvariant="normal">1</mml:mn></mml:mrow></mml:msub><mml:msub><mml:mover accent="true"><mml:mi mathvariant="italic">ϕ</mml:mi><mml:mo mathvariant="normal">̃</mml:mo></mml:mover><mml:mrow><mml:mi>m</mml:mi><mml:mo>,</mml:mo><mml:mi>n</mml:mi><mml:mo>-</mml:mo><mml:mn mathvariant="normal">1</mml:mn></mml:mrow></mml:msub></mml:mrow></mml:mtd></mml:mtr><mml:mlabeledtr id="Ch1.E28"><mml:mtd><mml:mtext>28</mml:mtext></mml:mtd><mml:mtd><mml:mstyle class="stylechange" displaystyle="true"/></mml:mtd><mml:mtd><mml:mrow><mml:mstyle class="stylechange" displaystyle="true"/><mml:mo>=</mml:mo><mml:mn mathvariant="normal">0</mml:mn><mml:mo>,</mml:mo><mml:mspace linebreak="nobreak" width="0.25em"/><mml:mspace width="0.25em" linebreak="nobreak"/><mml:mi>n</mml:mi><mml:mo>≥</mml:mo><mml:mn mathvariant="normal">2</mml:mn></mml:mrow></mml:mtd></mml:mlabeledtr></mml:mtable></mml:math></disp-formula>

                <disp-formula id="Ch1.E29" content-type="numbered"><label>29</label><mml:math id="M160" display="block"><mml:mrow><mml:mstyle class="stylechange" displaystyle="true"/><mml:msub><mml:mover accent="true"><mml:mi mathvariant="italic">φ</mml:mi><mml:mo mathvariant="normal">̃</mml:mo></mml:mover><mml:mrow><mml:mi>m</mml:mi><mml:mo>,</mml:mo><mml:mn mathvariant="normal">1</mml:mn></mml:mrow></mml:msub><mml:mo>=</mml:mo><mml:msub><mml:mi>D</mml:mi><mml:mrow><mml:mi>m</mml:mi><mml:mo>,</mml:mo><mml:mn mathvariant="normal">2</mml:mn></mml:mrow></mml:msub><mml:msub><mml:mover accent="true"><mml:mi mathvariant="italic">ϕ</mml:mi><mml:mo mathvariant="normal">̃</mml:mo></mml:mover><mml:mrow><mml:mi>m</mml:mi><mml:mo>,</mml:mo><mml:mn mathvariant="normal">2</mml:mn></mml:mrow></mml:msub><mml:mo>+</mml:mo><mml:msub><mml:mi>E</mml:mi><mml:mrow><mml:mi>m</mml:mi><mml:mo>,</mml:mo><mml:mn mathvariant="normal">1</mml:mn></mml:mrow></mml:msub><mml:msub><mml:mover accent="true"><mml:mi mathvariant="italic">ϕ</mml:mi><mml:mo mathvariant="normal">̃</mml:mo></mml:mover><mml:mrow><mml:mi>m</mml:mi><mml:mo>,</mml:mo><mml:mn mathvariant="normal">1</mml:mn></mml:mrow></mml:msub><mml:mo>=</mml:mo><mml:mn mathvariant="normal">0</mml:mn><mml:mo>,</mml:mo><mml:mspace linebreak="nobreak" width="0.25em"/><mml:mspace linebreak="nobreak" width="0.25em"/><mml:mi>n</mml:mi><mml:mo>=</mml:mo><mml:mn mathvariant="normal">1</mml:mn><mml:mo>,</mml:mo></mml:mrow></mml:math></disp-formula>

          where the coefficients <inline-formula><mml:math id="M161" display="inline"><mml:mrow><mml:msub><mml:mi>A</mml:mi><mml:mrow><mml:mi>m</mml:mi><mml:mo>,</mml:mo><mml:mi>n</mml:mi></mml:mrow></mml:msub><mml:mo>,</mml:mo><mml:msub><mml:mi>B</mml:mi><mml:mrow><mml:mi>m</mml:mi><mml:mo>,</mml:mo><mml:mi>n</mml:mi></mml:mrow></mml:msub><mml:mo>,</mml:mo><mml:msub><mml:mi>C</mml:mi><mml:mrow><mml:mi>m</mml:mi><mml:mo>,</mml:mo><mml:mi>n</mml:mi></mml:mrow></mml:msub><mml:mo>,</mml:mo><mml:msub><mml:mi>D</mml:mi><mml:mrow><mml:mi>m</mml:mi><mml:mo>,</mml:mo><mml:mi>n</mml:mi></mml:mrow></mml:msub><mml:mo>,</mml:mo><mml:msub><mml:mi>E</mml:mi><mml:mrow><mml:mi>m</mml:mi><mml:mo>,</mml:mo><mml:mi>n</mml:mi></mml:mrow></mml:msub></mml:mrow></mml:math></inline-formula> are

                <disp-formula specific-use="align" content-type="numbered"><mml:math id="M162" display="block"><mml:mtable displaystyle="true"><mml:mlabeledtr id="Ch1.E30"><mml:mtd><mml:mtext>30</mml:mtext></mml:mtd><mml:mtd><mml:mstyle class="stylechange" displaystyle="true"/></mml:mtd><mml:mtd><mml:mrow><mml:mstyle class="stylechange" displaystyle="true"/><mml:mtable columnspacing="1em" rowspacing="0.2ex" class="aligned" displaystyle="true" columnalign="right left"><mml:mtr><mml:mtd><mml:mstyle displaystyle="true" class="stylechange"/></mml:mtd><mml:mtd><mml:mrow><mml:mstyle class="stylechange" displaystyle="true"/><mml:mfenced open="{" close=""><mml:mtable rowspacing="0.2ex" columnspacing="1em" class="cases" columnalign="left" framespacing="0em"><mml:mtr><mml:mtd><mml:mrow><mml:msub><mml:mi>A</mml:mi><mml:mrow><mml:mi>m</mml:mi><mml:mo>,</mml:mo><mml:mi>n</mml:mi></mml:mrow></mml:msub><mml:mo>=</mml:mo><mml:msup><mml:mi>a</mml:mi><mml:mn mathvariant="normal">2</mml:mn></mml:msup><mml:msup><mml:mi>m</mml:mi><mml:mn mathvariant="normal">2</mml:mn></mml:msup><mml:mo>+</mml:mo><mml:msup><mml:mfenced close=")" open="("><mml:mrow><mml:mi>n</mml:mi><mml:mo>+</mml:mo><mml:mn mathvariant="normal">1</mml:mn><mml:mo>/</mml:mo><mml:mn mathvariant="normal">2</mml:mn></mml:mrow></mml:mfenced><mml:mn mathvariant="normal">2</mml:mn></mml:msup></mml:mrow></mml:mtd></mml:mtr><mml:mtr><mml:mtd><mml:mrow><mml:msub><mml:mi>B</mml:mi><mml:mrow><mml:mi>m</mml:mi><mml:mo>,</mml:mo><mml:mi>n</mml:mi><mml:mo>+</mml:mo><mml:mn mathvariant="normal">1</mml:mn></mml:mrow></mml:msub><mml:mo>=</mml:mo><mml:mo>(</mml:mo><mml:mn mathvariant="normal">1</mml:mn><mml:mo>-</mml:mo><mml:msub><mml:mi>A</mml:mi><mml:mrow><mml:mi>m</mml:mi><mml:mo>,</mml:mo><mml:mi>n</mml:mi><mml:mo>+</mml:mo><mml:mn mathvariant="normal">1</mml:mn></mml:mrow></mml:msub><mml:mo>)</mml:mo></mml:mrow></mml:mtd></mml:mtr><mml:mtr><mml:mtd><mml:mrow><mml:msub><mml:mi>C</mml:mi><mml:mrow><mml:mi>m</mml:mi><mml:mo>,</mml:mo><mml:mi>n</mml:mi></mml:mrow></mml:msub><mml:mo>=</mml:mo><mml:mstyle displaystyle="false"><mml:mfrac style="text"><mml:mrow><mml:mn mathvariant="normal">2</mml:mn><mml:msup><mml:mi mathvariant="italic">π</mml:mi><mml:mn mathvariant="normal">3</mml:mn></mml:msup><mml:mi>E</mml:mi><mml:msubsup><mml:mi>A</mml:mi><mml:mrow><mml:mi>m</mml:mi><mml:mo>,</mml:mo><mml:mi>n</mml:mi></mml:mrow><mml:mn mathvariant="normal">2</mml:mn></mml:msubsup><mml:mo>+</mml:mo><mml:mn mathvariant="normal">2</mml:mn><mml:mi mathvariant="italic">π</mml:mi><mml:mo>(</mml:mo><mml:mi>A</mml:mi><mml:mo>+</mml:mo><mml:msub><mml:mi mathvariant="italic">ρ</mml:mi><mml:mi>m</mml:mi></mml:msub><mml:mo>)</mml:mo><mml:msub><mml:mi>A</mml:mi><mml:mrow><mml:mi>m</mml:mi><mml:mo>,</mml:mo><mml:mi>n</mml:mi></mml:mrow></mml:msub><mml:mo>-</mml:mo><mml:mn mathvariant="normal">2</mml:mn><mml:mi>i</mml:mi><mml:mi>a</mml:mi><mml:mi>m</mml:mi></mml:mrow><mml:mrow><mml:mi>a</mml:mi><mml:mi>m</mml:mi><mml:msup><mml:mi mathvariant="italic">π</mml:mi><mml:mn mathvariant="normal">2</mml:mn></mml:msup><mml:mi>R</mml:mi></mml:mrow></mml:mfrac></mml:mstyle></mml:mrow></mml:mtd></mml:mtr></mml:mtable></mml:mfenced><mml:mo>,</mml:mo><mml:mi>n</mml:mi><mml:mo>≥</mml:mo><mml:mn mathvariant="normal">0</mml:mn><mml:mo>,</mml:mo><mml:mo>|</mml:mo><mml:mi>m</mml:mi><mml:mo>|</mml:mo><mml:mo>≥</mml:mo><mml:mn mathvariant="normal">1</mml:mn><mml:mo>,</mml:mo></mml:mrow></mml:mtd></mml:mtr><mml:mtr><mml:mtd><mml:mstyle displaystyle="true" class="stylechange"/></mml:mtd><mml:mtd><mml:mrow><mml:mstyle displaystyle="true" class="stylechange"/><mml:mfenced open="{" close=""><mml:mtable class="cases" rowspacing="0.2ex" columnspacing="1em" columnalign="left" framespacing="0em"><mml:mtr><mml:mtd><mml:mrow><mml:msub><mml:mi>B</mml:mi><mml:mrow><mml:mn mathvariant="normal">0</mml:mn><mml:mo>,</mml:mo><mml:mi>n</mml:mi><mml:mo>+</mml:mo><mml:mn mathvariant="normal">1</mml:mn></mml:mrow></mml:msub><mml:mo>=</mml:mo><mml:mo>(</mml:mo><mml:mn mathvariant="normal">1</mml:mn><mml:mo>-</mml:mo><mml:msub><mml:mi>A</mml:mi><mml:mrow><mml:mn mathvariant="normal">0</mml:mn><mml:mo>,</mml:mo><mml:mi>n</mml:mi><mml:mo>+</mml:mo><mml:mn mathvariant="normal">1</mml:mn></mml:mrow></mml:msub><mml:mo>)</mml:mo><mml:msub><mml:mi>A</mml:mi><mml:mrow><mml:mn mathvariant="normal">0</mml:mn><mml:mo>,</mml:mo><mml:mi>n</mml:mi></mml:mrow></mml:msub><mml:mo>=</mml:mo><mml:msup><mml:mfenced close=")" open="("><mml:mrow><mml:mi>n</mml:mi><mml:mo>+</mml:mo><mml:mn mathvariant="normal">1</mml:mn><mml:mo>/</mml:mo><mml:mn mathvariant="normal">2</mml:mn></mml:mrow></mml:mfenced><mml:mn mathvariant="normal">2</mml:mn></mml:msup></mml:mrow></mml:mtd></mml:mtr><mml:mtr><mml:mtd><mml:mrow><mml:msub><mml:mi>C</mml:mi><mml:mrow><mml:mn mathvariant="normal">0</mml:mn><mml:mo>,</mml:mo><mml:mi>n</mml:mi></mml:mrow></mml:msub><mml:mo>=</mml:mo><mml:mn mathvariant="normal">2</mml:mn><mml:msup><mml:mi mathvariant="italic">π</mml:mi><mml:mn mathvariant="normal">3</mml:mn></mml:msup><mml:mi>E</mml:mi><mml:msubsup><mml:mi>A</mml:mi><mml:mrow><mml:mn mathvariant="normal">0</mml:mn><mml:mo>,</mml:mo><mml:mi>n</mml:mi></mml:mrow><mml:mn mathvariant="normal">2</mml:mn></mml:msubsup><mml:mo>+</mml:mo><mml:mn mathvariant="normal">2</mml:mn><mml:mi mathvariant="italic">π</mml:mi><mml:mo>(</mml:mo><mml:mi>A</mml:mi><mml:mo>+</mml:mo><mml:msub><mml:mi mathvariant="italic">ρ</mml:mi><mml:mi>m</mml:mi></mml:msub><mml:mo>)</mml:mo><mml:msub><mml:mi>A</mml:mi><mml:mrow><mml:mn mathvariant="normal">0</mml:mn><mml:mo>,</mml:mo><mml:mi>n</mml:mi></mml:mrow></mml:msub></mml:mrow></mml:mtd></mml:mtr></mml:mtable></mml:mfenced><mml:mo>,</mml:mo><mml:mi>n</mml:mi><mml:mo>≥</mml:mo><mml:mn mathvariant="normal">0</mml:mn><mml:mo>,</mml:mo><mml:mi>m</mml:mi><mml:mo>=</mml:mo><mml:mn mathvariant="normal">0</mml:mn><mml:mo>,</mml:mo></mml:mrow></mml:mtd></mml:mtr></mml:mtable></mml:mrow></mml:mtd></mml:mlabeledtr><mml:mlabeledtr id="Ch1.E31"><mml:mtd><mml:mtext>31</mml:mtext></mml:mtd><mml:mtd><mml:mstyle class="stylechange" displaystyle="true"/></mml:mtd><mml:mtd><mml:mrow><mml:mstyle displaystyle="true" class="stylechange"/><mml:mtable columnspacing="1em" rowspacing="0.2ex" class="aligned" displaystyle="true" columnalign="right left"><mml:mtr><mml:mtd><mml:mstyle displaystyle="true" class="stylechange"/></mml:mtd><mml:mtd><mml:mrow><mml:mstyle displaystyle="true" class="stylechange"/><mml:mfenced open="{" close=""><mml:mtable class="cases" rowspacing="0.2ex" columnspacing="1em" columnalign="left" framespacing="0em"><mml:mtr><mml:mtd><mml:mrow><mml:msub><mml:mi>D</mml:mi><mml:mrow><mml:mi>m</mml:mi><mml:mo>,</mml:mo><mml:mi>n</mml:mi></mml:mrow></mml:msub><mml:mo>=</mml:mo><mml:mo>(</mml:mo><mml:mn mathvariant="normal">1</mml:mn><mml:mo>-</mml:mo><mml:msub><mml:mover accent="true"><mml:mi>A</mml:mi><mml:mo mathvariant="normal">̃</mml:mo></mml:mover><mml:mrow><mml:mi>m</mml:mi><mml:mo>,</mml:mo><mml:mi>n</mml:mi></mml:mrow></mml:msub><mml:mo>)</mml:mo><mml:mo>,</mml:mo><mml:msub><mml:mover accent="true"><mml:mi>A</mml:mi><mml:mo mathvariant="normal">̃</mml:mo></mml:mover><mml:mrow><mml:mi>m</mml:mi><mml:mo>,</mml:mo><mml:mi>n</mml:mi></mml:mrow></mml:msub><mml:mo>=</mml:mo><mml:msup><mml:mi>a</mml:mi><mml:mn mathvariant="normal">2</mml:mn></mml:msup><mml:msup><mml:mi>m</mml:mi><mml:mn mathvariant="normal">2</mml:mn></mml:msup><mml:mo>+</mml:mo><mml:msup><mml:mi>n</mml:mi><mml:mn mathvariant="normal">2</mml:mn></mml:msup></mml:mrow></mml:mtd></mml:mtr><mml:mtr><mml:mtd><mml:mrow><mml:msub><mml:mi>E</mml:mi><mml:mrow><mml:mi>m</mml:mi><mml:mo>,</mml:mo><mml:mi>n</mml:mi></mml:mrow></mml:msub><mml:mo>=</mml:mo><mml:mstyle displaystyle="false"><mml:mfrac style="text"><mml:mrow><mml:mi>E</mml:mi><mml:msup><mml:mi mathvariant="italic">π</mml:mi><mml:mn mathvariant="normal">3</mml:mn></mml:msup><mml:msubsup><mml:mover accent="true"><mml:mi>A</mml:mi><mml:mo mathvariant="normal">̃</mml:mo></mml:mover><mml:mrow><mml:mi>m</mml:mi><mml:mo>,</mml:mo><mml:mi>n</mml:mi></mml:mrow><mml:mn mathvariant="normal">2</mml:mn></mml:msubsup><mml:mo>+</mml:mo><mml:mi mathvariant="italic">π</mml:mi><mml:mo>(</mml:mo><mml:mi>A</mml:mi><mml:mo>+</mml:mo><mml:msub><mml:mi mathvariant="italic">ρ</mml:mi><mml:mi>m</mml:mi></mml:msub><mml:mo>)</mml:mo><mml:msub><mml:mover accent="true"><mml:mi>A</mml:mi><mml:mo mathvariant="normal">̃</mml:mo></mml:mover><mml:mrow><mml:mi>m</mml:mi><mml:mo>,</mml:mo><mml:mi>n</mml:mi></mml:mrow></mml:msub><mml:mo>-</mml:mo><mml:mi>i</mml:mi><mml:mn mathvariant="normal">2</mml:mn><mml:mi>a</mml:mi><mml:mi>m</mml:mi></mml:mrow><mml:mrow><mml:mi>a</mml:mi><mml:mi>m</mml:mi><mml:msup><mml:mi mathvariant="italic">π</mml:mi><mml:mn mathvariant="normal">2</mml:mn></mml:msup><mml:mi>R</mml:mi></mml:mrow></mml:mfrac></mml:mstyle></mml:mrow></mml:mtd></mml:mtr></mml:mtable></mml:mfenced><mml:mo>,</mml:mo><mml:mi>n</mml:mi><mml:mo>≥</mml:mo><mml:mn mathvariant="normal">1</mml:mn><mml:mo>,</mml:mo><mml:mo>|</mml:mo><mml:mi>m</mml:mi><mml:mo>|</mml:mo><mml:mo>≥</mml:mo><mml:mn mathvariant="normal">1</mml:mn><mml:mo>,</mml:mo></mml:mrow></mml:mtd></mml:mtr><mml:mtr><mml:mtd><mml:mstyle displaystyle="true" class="stylechange"/></mml:mtd><mml:mtd><mml:mrow><mml:mstyle displaystyle="true" class="stylechange"/><mml:mfenced open="{" close=""><mml:mtable class="cases" rowspacing="0.2ex" columnspacing="1em" columnalign="left" framespacing="0em"><mml:mtr><mml:mtd><mml:mrow><mml:msub><mml:mi>D</mml:mi><mml:mrow><mml:mn mathvariant="normal">0</mml:mn><mml:mo>,</mml:mo><mml:mi>n</mml:mi></mml:mrow></mml:msub><mml:mo>=</mml:mo><mml:mo>(</mml:mo><mml:mn mathvariant="normal">1</mml:mn><mml:mo>-</mml:mo><mml:msub><mml:mover accent="true"><mml:mi>A</mml:mi><mml:mo mathvariant="normal">̃</mml:mo></mml:mover><mml:mrow><mml:mn mathvariant="normal">0</mml:mn><mml:mo>,</mml:mo><mml:mi>n</mml:mi></mml:mrow></mml:msub><mml:mo>)</mml:mo><mml:mo>,</mml:mo><mml:msub><mml:mover accent="true"><mml:mi>A</mml:mi><mml:mo mathvariant="normal">̃</mml:mo></mml:mover><mml:mrow><mml:mn mathvariant="normal">0</mml:mn><mml:mo>,</mml:mo><mml:mi>n</mml:mi></mml:mrow></mml:msub><mml:mo>=</mml:mo><mml:msup><mml:mi>n</mml:mi><mml:mn mathvariant="normal">2</mml:mn></mml:msup></mml:mrow></mml:mtd></mml:mtr><mml:mtr><mml:mtd><mml:mrow><mml:msub><mml:mi>E</mml:mi><mml:mrow><mml:mn mathvariant="normal">0</mml:mn><mml:mo>,</mml:mo><mml:mi>n</mml:mi></mml:mrow></mml:msub><mml:mo>=</mml:mo><mml:mi>E</mml:mi><mml:msup><mml:mi mathvariant="italic">π</mml:mi><mml:mn mathvariant="normal">3</mml:mn></mml:msup><mml:msubsup><mml:mover accent="true"><mml:mi>A</mml:mi><mml:mo mathvariant="normal">̃</mml:mo></mml:mover><mml:mrow><mml:mn mathvariant="normal">0</mml:mn><mml:mo>,</mml:mo><mml:mi>n</mml:mi></mml:mrow><mml:mn mathvariant="normal">2</mml:mn></mml:msubsup><mml:mo>+</mml:mo><mml:mi mathvariant="italic">π</mml:mi><mml:mo>(</mml:mo><mml:mi>A</mml:mi><mml:mo>+</mml:mo><mml:msub><mml:mi mathvariant="italic">ρ</mml:mi><mml:mi>m</mml:mi></mml:msub><mml:mo>)</mml:mo><mml:msub><mml:mover accent="true"><mml:mi>A</mml:mi><mml:mo mathvariant="normal">̃</mml:mo></mml:mover><mml:mrow><mml:mn mathvariant="normal">0</mml:mn><mml:mo>,</mml:mo><mml:mi>n</mml:mi></mml:mrow></mml:msub></mml:mrow></mml:mtd></mml:mtr></mml:mtable></mml:mfenced><mml:mo>,</mml:mo><mml:mi>n</mml:mi><mml:mo>≥</mml:mo><mml:mn mathvariant="normal">1</mml:mn><mml:mo>,</mml:mo><mml:mi>m</mml:mi><mml:mo>=</mml:mo><mml:mn mathvariant="normal">0</mml:mn><mml:mo>.</mml:mo></mml:mrow></mml:mtd></mml:mtr></mml:mtable></mml:mrow></mml:mtd></mml:mlabeledtr></mml:mtable></mml:math></disp-formula>

            Given the conditions (<xref ref-type="disp-formula" rid="Ch1.E26"/>)–(<xref ref-type="disp-formula" rid="Ch1.E29"/>), a simple way to obtain the amplitudes <inline-formula><mml:math id="M163" display="inline"><mml:mrow><mml:msub><mml:mi mathvariant="italic">ϕ</mml:mi><mml:mrow><mml:mi>m</mml:mi><mml:mo>,</mml:mo><mml:mi>n</mml:mi></mml:mrow></mml:msub></mml:mrow></mml:math></inline-formula> and <inline-formula><mml:math id="M164" display="inline"><mml:mrow><mml:msub><mml:mover accent="true"><mml:mi mathvariant="italic">ϕ</mml:mi><mml:mo mathvariant="normal">̃</mml:mo></mml:mover><mml:mrow><mml:mi>m</mml:mi><mml:mo>,</mml:mo><mml:mi>n</mml:mi></mml:mrow></mml:msub></mml:mrow></mml:math></inline-formula> is to group all coefficients <inline-formula><mml:math id="M165" display="inline"><mml:mrow><mml:msub><mml:mi mathvariant="italic">ϕ</mml:mi><mml:mrow><mml:mi>m</mml:mi><mml:mo>,</mml:mo><mml:mi>n</mml:mi></mml:mrow></mml:msub></mml:mrow></mml:math></inline-formula> in each of these identities. This can be done effectively by multiplying the conjugate coefficient <inline-formula><mml:math id="M166" display="inline"><mml:mover accent="true"><mml:mrow><mml:msub><mml:mi mathvariant="italic">ϕ</mml:mi><mml:mrow><mml:mi>m</mml:mi><mml:mo>,</mml:mo><mml:mi>n</mml:mi></mml:mrow></mml:msub></mml:mrow><mml:mo mathvariant="normal">‾</mml:mo></mml:mover></mml:math></inline-formula> and a factor <inline-formula><mml:math id="M167" display="inline"><mml:mrow><mml:msub><mml:mi>B</mml:mi><mml:mrow><mml:mi>m</mml:mi><mml:mo>,</mml:mo><mml:mi>n</mml:mi></mml:mrow></mml:msub></mml:mrow></mml:math></inline-formula> on both sides of Eqs. (<xref ref-type="disp-formula" rid="Ch1.E26"/>)–(<xref ref-type="disp-formula" rid="Ch1.E27"/>), and similarly <inline-formula><mml:math id="M168" display="inline"><mml:mover accent="true"><mml:mrow><mml:msub><mml:mover accent="true"><mml:mi mathvariant="italic">ϕ</mml:mi><mml:mo mathvariant="normal">̃</mml:mo></mml:mover><mml:mrow><mml:mi>m</mml:mi><mml:mo>,</mml:mo><mml:mi>n</mml:mi></mml:mrow></mml:msub></mml:mrow><mml:mo mathvariant="normal">‾</mml:mo></mml:mover></mml:math></inline-formula> and a factor <inline-formula><mml:math id="M169" display="inline"><mml:mrow><mml:msub><mml:mi>D</mml:mi><mml:mrow><mml:mi>m</mml:mi><mml:mo>,</mml:mo><mml:mi>n</mml:mi></mml:mrow></mml:msub></mml:mrow></mml:math></inline-formula> on both sides of Eqs. (<xref ref-type="disp-formula" rid="Ch1.E28"/>)–(<xref ref-type="disp-formula" rid="Ch1.E29"/>). Adding the resulting identities together and taking the sum over <inline-formula><mml:math id="M170" display="inline"><mml:mi>n</mml:mi></mml:math></inline-formula> allows us to extract a relationship between the amplitudes of <inline-formula><mml:math id="M171" display="inline"><mml:mrow><mml:msub><mml:mi mathvariant="italic">ϕ</mml:mi><mml:mrow><mml:mi>m</mml:mi><mml:mo>,</mml:mo><mml:mi>n</mml:mi></mml:mrow></mml:msub></mml:mrow></mml:math></inline-formula> and the eigenvalue <inline-formula><mml:math id="M172" display="inline"><mml:mrow><mml:msub><mml:mi mathvariant="italic">ρ</mml:mi><mml:mi>m</mml:mi></mml:msub></mml:mrow></mml:math></inline-formula> as follows:

                <disp-formula specific-use="align" content-type="numbered"><mml:math id="M173" display="block"><mml:mtable displaystyle="true"><mml:mlabeledtr id="Ch1.E32"><mml:mtd><mml:mtext>32</mml:mtext></mml:mtd><mml:mtd><mml:mstyle displaystyle="true" class="stylechange"/></mml:mtd><mml:mtd><mml:mrow><mml:mstyle displaystyle="true" class="stylechange"/><mml:munder><mml:mo movablelimits="false">∑</mml:mo><mml:mrow><mml:mi>n</mml:mi><mml:mo>≥</mml:mo><mml:mn mathvariant="normal">0</mml:mn></mml:mrow></mml:munder><mml:msub><mml:mi>B</mml:mi><mml:mrow><mml:mi>m</mml:mi><mml:mo>,</mml:mo><mml:mi>n</mml:mi></mml:mrow></mml:msub><mml:msub><mml:mi mathvariant="italic">φ</mml:mi><mml:mrow><mml:mi>m</mml:mi><mml:mo>,</mml:mo><mml:mi>n</mml:mi></mml:mrow></mml:msub><mml:mover accent="true"><mml:mrow><mml:msub><mml:mi mathvariant="italic">ϕ</mml:mi><mml:mrow><mml:mi>m</mml:mi><mml:mo>,</mml:mo><mml:mi>n</mml:mi></mml:mrow></mml:msub></mml:mrow><mml:mo mathvariant="normal">‾</mml:mo></mml:mover><mml:mo>=</mml:mo><mml:mn mathvariant="normal">0</mml:mn><mml:mo>,</mml:mo></mml:mrow></mml:mtd></mml:mlabeledtr><mml:mlabeledtr id="Ch1.E33"><mml:mtd><mml:mtext>33</mml:mtext></mml:mtd><mml:mtd><mml:mstyle displaystyle="true" class="stylechange"/></mml:mtd><mml:mtd><mml:mrow><mml:mstyle class="stylechange" displaystyle="true"/><mml:munder><mml:mo movablelimits="false">∑</mml:mo><mml:mrow><mml:mi>n</mml:mi><mml:mo>≥</mml:mo><mml:mn mathvariant="normal">1</mml:mn></mml:mrow></mml:munder><mml:msub><mml:mi>D</mml:mi><mml:mrow><mml:mi>m</mml:mi><mml:mo>,</mml:mo><mml:mi>n</mml:mi></mml:mrow></mml:msub><mml:msub><mml:mover accent="true"><mml:mi mathvariant="italic">φ</mml:mi><mml:mo mathvariant="normal">̃</mml:mo></mml:mover><mml:mrow><mml:mi>m</mml:mi><mml:mo>,</mml:mo><mml:mi>n</mml:mi></mml:mrow></mml:msub><mml:mover accent="true"><mml:mrow><mml:msub><mml:mover accent="true"><mml:mi mathvariant="italic">ϕ</mml:mi><mml:mo mathvariant="normal">̃</mml:mo></mml:mover><mml:mrow><mml:mi>m</mml:mi><mml:mo>,</mml:mo><mml:mi>n</mml:mi></mml:mrow></mml:msub></mml:mrow><mml:mo mathvariant="normal">‾</mml:mo></mml:mover><mml:mo>=</mml:mo><mml:mn mathvariant="normal">0</mml:mn><mml:mo>.</mml:mo></mml:mrow></mml:mtd></mml:mlabeledtr></mml:mtable></mml:math></disp-formula>

            Note that all pairs of the form <inline-formula><mml:math id="M174" display="inline"><mml:mrow><mml:mo>(</mml:mo><mml:msub><mml:mi>B</mml:mi><mml:mrow><mml:mi>m</mml:mi><mml:mo>,</mml:mo><mml:mi>n</mml:mi><mml:mo>+</mml:mo><mml:mn mathvariant="normal">1</mml:mn></mml:mrow></mml:msub><mml:msub><mml:mi>B</mml:mi><mml:mrow><mml:mi>m</mml:mi><mml:mo>,</mml:mo><mml:mi>n</mml:mi></mml:mrow></mml:msub><mml:msub><mml:mover accent="true"><mml:mi mathvariant="italic">ϕ</mml:mi><mml:mo mathvariant="normal">‾</mml:mo></mml:mover><mml:mrow><mml:mi>m</mml:mi><mml:mo>,</mml:mo><mml:mi>n</mml:mi><mml:mo>+</mml:mo><mml:mn mathvariant="normal">1</mml:mn></mml:mrow></mml:msub><mml:msub><mml:mi mathvariant="italic">ϕ</mml:mi><mml:mrow><mml:mi>m</mml:mi><mml:mo>,</mml:mo><mml:mi>n</mml:mi></mml:mrow></mml:msub><mml:mo>,</mml:mo><mml:msub><mml:mi>B</mml:mi><mml:mrow><mml:mi>m</mml:mi><mml:mo>,</mml:mo><mml:mi>n</mml:mi><mml:mo>+</mml:mo><mml:mn mathvariant="normal">1</mml:mn></mml:mrow></mml:msub><mml:msub><mml:mi>B</mml:mi><mml:mrow><mml:mi>m</mml:mi><mml:mo>,</mml:mo><mml:mi>n</mml:mi></mml:mrow></mml:msub><mml:msub><mml:mi mathvariant="italic">ϕ</mml:mi><mml:mrow><mml:mi>m</mml:mi><mml:mo>,</mml:mo><mml:mi>n</mml:mi><mml:mo>+</mml:mo><mml:mn mathvariant="normal">1</mml:mn></mml:mrow></mml:msub><mml:msub><mml:mover accent="true"><mml:mi mathvariant="italic">ϕ</mml:mi><mml:mo mathvariant="normal">‾</mml:mo></mml:mover><mml:mrow><mml:mi>m</mml:mi><mml:mo>,</mml:mo><mml:mi>n</mml:mi></mml:mrow></mml:msub><mml:mo>)</mml:mo></mml:mrow></mml:math></inline-formula> in Eq. (<xref ref-type="disp-formula" rid="Ch1.E32"/>) are conjugated to each other so that their sum will produce a purely imaginary number. As a result, the real parts of Eqs. (<xref ref-type="disp-formula" rid="Ch1.E32"/>) and (<xref ref-type="disp-formula" rid="Ch1.E33"/>) must come from the term involving <inline-formula><mml:math id="M175" display="inline"><mml:mrow><mml:msub><mml:mi>C</mml:mi><mml:mrow><mml:mi>m</mml:mi><mml:mo>,</mml:mo><mml:mi>n</mml:mi></mml:mrow></mml:msub></mml:mrow></mml:math></inline-formula> and can be therefore obtained as

                <disp-formula specific-use="align" content-type="numbered"><mml:math id="M176" display="block"><mml:mtable displaystyle="true"><mml:mlabeledtr id="Ch1.E34"><mml:mtd><mml:mtext>34</mml:mtext></mml:mtd><mml:mtd><mml:mstyle class="stylechange" displaystyle="true"/></mml:mtd><mml:mtd><mml:mrow><mml:mstyle class="stylechange" displaystyle="true"/><mml:munder><mml:mo movablelimits="false">∑</mml:mo><mml:mrow><mml:mi>n</mml:mi><mml:mo>≥</mml:mo><mml:mn mathvariant="normal">0</mml:mn></mml:mrow></mml:munder><mml:msub><mml:mi>B</mml:mi><mml:mrow><mml:mi>m</mml:mi><mml:mo>,</mml:mo><mml:mi>n</mml:mi></mml:mrow></mml:msub><mml:msub><mml:mi>A</mml:mi><mml:mrow><mml:mi>m</mml:mi><mml:mo>,</mml:mo><mml:mi>n</mml:mi></mml:mrow></mml:msub><mml:mo>(</mml:mo><mml:mi>E</mml:mi><mml:msup><mml:mi mathvariant="italic">π</mml:mi><mml:mn mathvariant="normal">2</mml:mn></mml:msup><mml:msub><mml:mi>A</mml:mi><mml:mrow><mml:mi>m</mml:mi><mml:mo>,</mml:mo><mml:mi>n</mml:mi></mml:mrow></mml:msub><mml:mo>+</mml:mo><mml:mi>A</mml:mi><mml:mo>+</mml:mo><mml:mi mathvariant="normal">ℜ</mml:mi><mml:mo>[</mml:mo><mml:msub><mml:mi mathvariant="italic">ρ</mml:mi><mml:mi>m</mml:mi></mml:msub><mml:mo>]</mml:mo><mml:mo>)</mml:mo><mml:mo>|</mml:mo><mml:msub><mml:mi mathvariant="italic">ϕ</mml:mi><mml:mrow><mml:mi>m</mml:mi><mml:mo>,</mml:mo><mml:mi>n</mml:mi></mml:mrow></mml:msub><mml:msup><mml:mo>|</mml:mo><mml:mn mathvariant="normal">2</mml:mn></mml:msup><mml:mo>=</mml:mo><mml:mn mathvariant="normal">0</mml:mn><mml:mo>,</mml:mo></mml:mrow></mml:mtd></mml:mlabeledtr><mml:mlabeledtr id="Ch1.E35"><mml:mtd><mml:mtext>35</mml:mtext></mml:mtd><mml:mtd><mml:mstyle class="stylechange" displaystyle="true"/></mml:mtd><mml:mtd><mml:mrow><mml:mstyle class="stylechange" displaystyle="true"/><mml:munder><mml:mo movablelimits="false">∑</mml:mo><mml:mrow><mml:mi>n</mml:mi><mml:mo>≥</mml:mo><mml:mn mathvariant="normal">1</mml:mn></mml:mrow></mml:munder><mml:msub><mml:mi>D</mml:mi><mml:mrow><mml:mi>m</mml:mi><mml:mo>,</mml:mo><mml:mi>n</mml:mi></mml:mrow></mml:msub><mml:msub><mml:mover accent="true"><mml:mi>A</mml:mi><mml:mo mathvariant="normal">̃</mml:mo></mml:mover><mml:mrow><mml:mi>m</mml:mi><mml:mo>,</mml:mo><mml:mi>n</mml:mi></mml:mrow></mml:msub><mml:mo>(</mml:mo><mml:mi>E</mml:mi><mml:msup><mml:mi mathvariant="italic">π</mml:mi><mml:mn mathvariant="normal">2</mml:mn></mml:msup><mml:msub><mml:mover accent="true"><mml:mi>A</mml:mi><mml:mo mathvariant="normal">̃</mml:mo></mml:mover><mml:mrow><mml:mi>m</mml:mi><mml:mo>,</mml:mo><mml:mi>n</mml:mi></mml:mrow></mml:msub><mml:mo>+</mml:mo><mml:mi>A</mml:mi><mml:mo>+</mml:mo><mml:mi mathvariant="normal">ℜ</mml:mi><mml:mo>[</mml:mo><mml:msub><mml:mi mathvariant="italic">ρ</mml:mi><mml:mi>m</mml:mi></mml:msub><mml:mo>]</mml:mo><mml:mo>)</mml:mo><mml:mo>|</mml:mo><mml:msub><mml:mover accent="true"><mml:mi mathvariant="italic">ϕ</mml:mi><mml:mo mathvariant="normal">̃</mml:mo></mml:mover><mml:mrow><mml:mi>m</mml:mi><mml:mo>,</mml:mo><mml:mi>n</mml:mi></mml:mrow></mml:msub><mml:msup><mml:mo>|</mml:mo><mml:mn mathvariant="normal">2</mml:mn></mml:msup><mml:mo>=</mml:mo><mml:mn mathvariant="normal">0</mml:mn><mml:mo>,</mml:mo></mml:mrow></mml:mtd></mml:mlabeledtr></mml:mtable></mml:math></disp-formula>

            where <inline-formula><mml:math id="M177" display="inline"><mml:mi mathvariant="normal">ℜ</mml:mi></mml:math></inline-formula> denotes an operator taking a real part of a complex number. By imposing the physical requirement on the existence of the eigenmodes with <inline-formula><mml:math id="M178" display="inline"><mml:mrow><mml:msub><mml:mi mathvariant="italic">ϕ</mml:mi><mml:mrow><mml:mi>m</mml:mi><mml:mo>,</mml:mo><mml:mi>n</mml:mi></mml:mrow></mml:msub><mml:mo>≠</mml:mo><mml:mn mathvariant="normal">0</mml:mn></mml:mrow></mml:math></inline-formula> and <inline-formula><mml:math id="M179" display="inline"><mml:mrow><mml:msub><mml:mover accent="true"><mml:mi mathvariant="italic">ϕ</mml:mi><mml:mo mathvariant="normal">̃</mml:mo></mml:mover><mml:mrow><mml:mi>m</mml:mi><mml:mo>,</mml:mo><mml:mi>n</mml:mi></mml:mrow></mml:msub><mml:mo>≠</mml:mo><mml:mn mathvariant="normal">0</mml:mn></mml:mrow></mml:math></inline-formula>, Eqs. (<xref ref-type="disp-formula" rid="Ch1.E34"/>)–(<xref ref-type="disp-formula" rid="Ch1.E35"/>) can provide a great insight into the stability and structure of the eigenmodes that we will now turn to.</p>
</sec>
<sec id="Ch1.S3.SS2">
  <label>3.2</label><title>Upper bound on the unstable eigenmode</title>
      <p id="d1e6503">Equations (<xref ref-type="disp-formula" rid="Ch1.E34"/>)–(<xref ref-type="disp-formula" rid="Ch1.E35"/>) contain a number of powerful properties. First, note that the real part of the eigenvalue <inline-formula><mml:math id="M180" display="inline"><mml:mrow><mml:msub><mml:mi mathvariant="italic">ρ</mml:mi><mml:mi>m</mml:mi></mml:msub></mml:mrow></mml:math></inline-formula> for <inline-formula><mml:math id="M181" display="inline"><mml:mrow><mml:mi>m</mml:mi><mml:mo>=</mml:mo><mml:mn mathvariant="normal">0</mml:mn></mml:mrow></mml:math></inline-formula> must be negative, if it exists, due to the properties that the coefficients <inline-formula><mml:math id="M182" display="inline"><mml:mrow><mml:mi>A</mml:mi><mml:mo>&gt;</mml:mo><mml:mn mathvariant="normal">0</mml:mn></mml:mrow></mml:math></inline-formula>, <inline-formula><mml:math id="M183" display="inline"><mml:mrow><mml:msub><mml:mi>A</mml:mi><mml:mrow><mml:mn mathvariant="normal">0</mml:mn><mml:mo>,</mml:mo><mml:mi>n</mml:mi></mml:mrow></mml:msub><mml:mo>&gt;</mml:mo><mml:mn mathvariant="normal">0</mml:mn></mml:mrow></mml:math></inline-formula>, <inline-formula><mml:math id="M184" display="inline"><mml:mrow><mml:msub><mml:mi>B</mml:mi><mml:mrow><mml:mn mathvariant="normal">0</mml:mn><mml:mo>,</mml:mo><mml:mi>n</mml:mi></mml:mrow></mml:msub><mml:mo>≤</mml:mo><mml:mn mathvariant="normal">0</mml:mn></mml:mrow></mml:math></inline-formula>, and <inline-formula><mml:math id="M185" display="inline"><mml:mrow><mml:msub><mml:mi>D</mml:mi><mml:mrow><mml:mn mathvariant="normal">0</mml:mn><mml:mo>,</mml:mo><mml:mi>n</mml:mi></mml:mrow></mml:msub><mml:mo>≤</mml:mo><mml:mn mathvariant="normal">0</mml:mn></mml:mrow></mml:math></inline-formula>. Indeed, if we assume that there exists an eigenvector <inline-formula><mml:math id="M186" display="inline"><mml:mrow><mml:msub><mml:mi mathvariant="italic">ψ</mml:mi><mml:mi>m</mml:mi></mml:msub></mml:mrow></mml:math></inline-formula> such that <inline-formula><mml:math id="M187" display="inline"><mml:mrow><mml:mi mathvariant="normal">ℜ</mml:mi><mml:mo>[</mml:mo><mml:msub><mml:mi mathvariant="italic">ρ</mml:mi><mml:mi>m</mml:mi></mml:msub><mml:mo>]</mml:mo><mml:mo>&gt;</mml:mo><mml:mn mathvariant="normal">0</mml:mn></mml:mrow></mml:math></inline-formula> for <inline-formula><mml:math id="M188" display="inline"><mml:mrow><mml:mi>m</mml:mi><mml:mo>=</mml:mo><mml:mn mathvariant="normal">0</mml:mn></mml:mrow></mml:math></inline-formula>, then it can be directly seen from the quadratic form of Eq. (<xref ref-type="disp-formula" rid="Ch1.E34"/>) that

                <disp-formula id="Ch1.Ex8"><mml:math id="M189" display="block"><mml:mrow><mml:mstyle displaystyle="true" class="stylechange"/><mml:msub><mml:mi mathvariant="italic">ϕ</mml:mi><mml:mrow><mml:mn mathvariant="normal">0</mml:mn><mml:mo>,</mml:mo><mml:mi>n</mml:mi></mml:mrow></mml:msub><mml:mo>=</mml:mo><mml:mn mathvariant="normal">0</mml:mn><mml:mo>,</mml:mo><mml:mspace width="0.25em" linebreak="nobreak"/><mml:mspace width="0.25em" linebreak="nobreak"/><mml:msub><mml:mover accent="true"><mml:mi mathvariant="italic">ϕ</mml:mi><mml:mo mathvariant="normal">̃</mml:mo></mml:mover><mml:mrow><mml:mn mathvariant="normal">0</mml:mn><mml:mo>,</mml:mo><mml:mi>n</mml:mi></mml:mrow></mml:msub><mml:mo>=</mml:mo><mml:mn mathvariant="normal">0</mml:mn><mml:mo>,</mml:mo><mml:mspace width="2em" linebreak="nobreak"/><mml:mi>n</mml:mi><mml:mo>≥</mml:mo><mml:mn mathvariant="normal">0</mml:mn><mml:mo>,</mml:mo></mml:mrow></mml:math></disp-formula>

          and so no solution would exist at all, which contradicts our assumption of the existence of the eigenvector for <inline-formula><mml:math id="M190" display="inline"><mml:mrow><mml:mi>m</mml:mi><mml:mo>=</mml:mo><mml:mn mathvariant="normal">0</mml:mn></mml:mrow></mml:math></inline-formula>. Thus, the zonally symmetric mode with <inline-formula><mml:math id="M191" display="inline"><mml:mrow><mml:mi>m</mml:mi><mml:mo>=</mml:mo><mml:mn mathvariant="normal">0</mml:mn></mml:mrow></mml:math></inline-formula> is always stable. Because this stable mode does not allow us to examine any transition behaviors, this special zonally symmetric mode will not be considered hereafter.</p>
      <p id="d1e6731">For <inline-formula><mml:math id="M192" display="inline"><mml:mrow><mml:mi>m</mml:mi><mml:mo>≠</mml:mo><mml:mn mathvariant="normal">0</mml:mn></mml:mrow></mml:math></inline-formula>, it can be seen also from Eq. (<xref ref-type="disp-formula" rid="Ch1.E34"/>) that all possible unstable eigenvectors with <inline-formula><mml:math id="M193" display="inline"><mml:mrow><mml:mi>m</mml:mi><mml:mo>≠</mml:mo><mml:mn mathvariant="normal">0</mml:mn></mml:mrow></mml:math></inline-formula> must satisfy the following constraints

                <disp-formula id="Ch1.E36" content-type="numbered"><label>36</label><mml:math id="M194" display="block"><mml:mrow><mml:mstyle class="stylechange" displaystyle="true"/><mml:mfenced open="{" close=""><mml:mtable class="cases" columnspacing="1em" rowspacing="0.2ex" columnalign="left" framespacing="0em"><mml:mtr><mml:mtd><mml:mfenced open="{" close=""><mml:mtable columnspacing="1em" rowspacing="0.2ex" class="cases" columnalign="left" framespacing="0em"><mml:mtr><mml:mtd><mml:mrow><mml:msub><mml:mi mathvariant="italic">ϕ</mml:mi><mml:mrow><mml:mi>m</mml:mi><mml:mo>,</mml:mo><mml:mi>n</mml:mi></mml:mrow></mml:msub><mml:mo>=</mml:mo><mml:mn mathvariant="normal">0</mml:mn><mml:mo>,</mml:mo><mml:mspace linebreak="nobreak" width="0.25em"/><mml:mspace width="0.25em" linebreak="nobreak"/><mml:mtext>when</mml:mtext><mml:mo>,</mml:mo><mml:mspace linebreak="nobreak" width="0.25em"/><mml:mi>a</mml:mi><mml:mo>≥</mml:mo><mml:mstyle displaystyle="false"><mml:mfrac style="text"><mml:msqrt><mml:mn mathvariant="normal">3</mml:mn></mml:msqrt><mml:mn mathvariant="normal">2</mml:mn></mml:mfrac></mml:mstyle><mml:mo>,</mml:mo><mml:mspace linebreak="nobreak" width="0.25em"/><mml:mi>m</mml:mi><mml:mo>∈</mml:mo><mml:mi>Z</mml:mi><mml:mo>;</mml:mo></mml:mrow></mml:mtd></mml:mtr><mml:mtr><mml:mtd><mml:mrow><mml:msub><mml:mi mathvariant="italic">ϕ</mml:mi><mml:mrow><mml:mi>m</mml:mi><mml:mo>,</mml:mo><mml:mi>n</mml:mi></mml:mrow></mml:msub><mml:mo>=</mml:mo><mml:mn mathvariant="normal">0</mml:mn><mml:mo>,</mml:mo><mml:mspace width="0.25em" linebreak="nobreak"/><mml:mspace linebreak="nobreak" width="0.25em"/><mml:mtext>when</mml:mtext><mml:mo>,</mml:mo><mml:mspace width="0.25em" linebreak="nobreak"/><mml:mstyle displaystyle="false"><mml:mfrac style="text"><mml:msqrt><mml:mn mathvariant="normal">3</mml:mn></mml:msqrt><mml:mn mathvariant="normal">4</mml:mn></mml:mfrac></mml:mstyle><mml:mo>≤</mml:mo><mml:mi>a</mml:mi><mml:mo>&lt;</mml:mo><mml:mstyle displaystyle="false"><mml:mfrac style="text"><mml:msqrt><mml:mn mathvariant="normal">3</mml:mn></mml:msqrt><mml:mn mathvariant="normal">2</mml:mn></mml:mfrac></mml:mstyle><mml:mo>,</mml:mo><mml:mspace linebreak="nobreak" width="0.25em"/><mml:mo>|</mml:mo><mml:mi>m</mml:mi><mml:mo>|</mml:mo><mml:mo>≥</mml:mo><mml:mn mathvariant="normal">2</mml:mn><mml:mo>,</mml:mo></mml:mrow></mml:mtd></mml:mtr><mml:mtr><mml:mtd><mml:mrow><mml:msub><mml:mi mathvariant="italic">ϕ</mml:mi><mml:mrow><mml:mi>m</mml:mi><mml:mo>,</mml:mo><mml:mi>n</mml:mi></mml:mrow></mml:msub><mml:mo>=</mml:mo><mml:mn mathvariant="normal">0</mml:mn><mml:mo>,</mml:mo><mml:mspace width="0.25em" linebreak="nobreak"/><mml:mspace width="0.25em" linebreak="nobreak"/><mml:mtext>when</mml:mtext><mml:mo>,</mml:mo><mml:mspace linebreak="nobreak" width="0.25em"/><mml:mstyle displaystyle="false"><mml:mfrac style="text"><mml:msqrt><mml:mn mathvariant="normal">3</mml:mn></mml:msqrt><mml:mn mathvariant="normal">6</mml:mn></mml:mfrac></mml:mstyle><mml:mo>≤</mml:mo><mml:mi>a</mml:mi><mml:mo>&lt;</mml:mo><mml:mstyle displaystyle="false"><mml:mfrac style="text"><mml:msqrt><mml:mn mathvariant="normal">3</mml:mn></mml:msqrt><mml:mn mathvariant="normal">4</mml:mn></mml:mfrac></mml:mstyle><mml:mo>,</mml:mo><mml:mspace linebreak="nobreak" width="0.25em"/><mml:mo>|</mml:mo><mml:mi>m</mml:mi><mml:mo>|</mml:mo><mml:mo>≥</mml:mo><mml:mn mathvariant="normal">3</mml:mn><mml:mo>,</mml:mo></mml:mrow></mml:mtd></mml:mtr><mml:mtr><mml:mtd><mml:mrow><mml:mi mathvariant="normal">⋯</mml:mi><mml:mspace linebreak="nobreak" width="2em"/><mml:mi mathvariant="normal">⋮</mml:mi><mml:mspace width="2em" linebreak="nobreak"/><mml:mi mathvariant="normal">⋯</mml:mi></mml:mrow></mml:mtd></mml:mtr><mml:mtr><mml:mtd><mml:mrow><mml:msub><mml:mi mathvariant="italic">ϕ</mml:mi><mml:mrow><mml:mi>m</mml:mi><mml:mo>,</mml:mo><mml:mi>n</mml:mi></mml:mrow></mml:msub><mml:mo>=</mml:mo><mml:mn mathvariant="normal">0</mml:mn><mml:mo>,</mml:mo><mml:mspace width="0.25em" linebreak="nobreak"/><mml:mspace linebreak="nobreak" width="0.25em"/><mml:mtext>when</mml:mtext><mml:mo>,</mml:mo><mml:mspace linebreak="nobreak" width="0.25em"/><mml:mstyle displaystyle="false"><mml:mfrac style="text"><mml:msqrt><mml:mn mathvariant="normal">3</mml:mn></mml:msqrt><mml:mrow><mml:mn mathvariant="normal">2</mml:mn><mml:mi>k</mml:mi></mml:mrow></mml:mfrac></mml:mstyle><mml:mo>≤</mml:mo><mml:mi>a</mml:mi><mml:mo>&lt;</mml:mo><mml:mstyle displaystyle="false"><mml:mfrac style="text"><mml:msqrt><mml:mn mathvariant="normal">3</mml:mn></mml:msqrt><mml:mrow><mml:mn mathvariant="normal">2</mml:mn><mml:mi>k</mml:mi><mml:mo>-</mml:mo><mml:mn mathvariant="normal">2</mml:mn></mml:mrow></mml:mfrac></mml:mstyle><mml:mo>,</mml:mo><mml:mspace linebreak="nobreak" width="0.25em"/><mml:mo>|</mml:mo><mml:mi>m</mml:mi><mml:mo>|</mml:mo><mml:mo>≥</mml:mo><mml:mi>k</mml:mi></mml:mrow></mml:mtd></mml:mtr></mml:mtable></mml:mfenced></mml:mtd></mml:mtr><mml:mtr><mml:mtd><mml:mrow><mml:msub><mml:mover accent="true"><mml:mi mathvariant="italic">ϕ</mml:mi><mml:mo mathvariant="normal">̃</mml:mo></mml:mover><mml:mrow><mml:mi>m</mml:mi><mml:mo>,</mml:mo><mml:mi>n</mml:mi></mml:mrow></mml:msub><mml:mo>=</mml:mo><mml:mn mathvariant="normal">0</mml:mn><mml:mo>,</mml:mo><mml:mspace width="0.25em" linebreak="nobreak"/><mml:mspace width="0.25em" linebreak="nobreak"/><mml:mi>n</mml:mi><mml:mo>≥</mml:mo><mml:mn mathvariant="normal">1</mml:mn><mml:mo>,</mml:mo><mml:mspace width="0.25em" linebreak="nobreak"/><mml:mspace width="0.25em" linebreak="nobreak"/><mml:mtext>for all</mml:mtext><mml:mspace width="1em" linebreak="nobreak"/><mml:mi>a</mml:mi><mml:mo>&gt;</mml:mo><mml:mn mathvariant="normal">0</mml:mn><mml:mo>.</mml:mo></mml:mrow></mml:mtd></mml:mtr></mml:mtable></mml:mfenced></mml:mrow></mml:math></disp-formula>

          These constraints can be explicitly verified if we note again that the condition (Eq. <xref ref-type="disp-formula" rid="Ch1.E36"/>) will ensure that the coefficients <inline-formula><mml:math id="M195" display="inline"><mml:mrow><mml:msub><mml:mi>A</mml:mi><mml:mrow><mml:mi>m</mml:mi><mml:mo>,</mml:mo><mml:mi>n</mml:mi></mml:mrow></mml:msub><mml:mo>&gt;</mml:mo><mml:mn mathvariant="normal">0</mml:mn></mml:mrow></mml:math></inline-formula> and <inline-formula><mml:math id="M196" display="inline"><mml:mrow><mml:msub><mml:mi>B</mml:mi><mml:mrow><mml:mi>m</mml:mi><mml:mo>,</mml:mo><mml:mi>n</mml:mi></mml:mrow></mml:msub><mml:mo>&lt;</mml:mo><mml:mn mathvariant="normal">0</mml:mn></mml:mrow></mml:math></inline-formula>. If we assume that there exists any unstable eigenvector <inline-formula><mml:math id="M197" display="inline"><mml:mrow><mml:msub><mml:mi mathvariant="italic">ψ</mml:mi><mml:mi>m</mml:mi></mml:msub></mml:mrow></mml:math></inline-formula> with some zonal wavenumber <inline-formula><mml:math id="M198" display="inline"><mml:mrow><mml:mi>m</mml:mi><mml:mo>≠</mml:mo><mml:mn mathvariant="normal">0</mml:mn></mml:mrow></mml:math></inline-formula> such that the corresponding eigenvalue <inline-formula><mml:math id="M199" display="inline"><mml:mrow><mml:msub><mml:mi mathvariant="italic">ρ</mml:mi><mml:mi>m</mml:mi></mml:msub></mml:mrow></mml:math></inline-formula> satisfies <inline-formula><mml:math id="M200" display="inline"><mml:mrow><mml:mi mathvariant="normal">ℜ</mml:mi><mml:mo>[</mml:mo><mml:msub><mml:mi mathvariant="italic">ρ</mml:mi><mml:mi>m</mml:mi></mml:msub><mml:mo>]</mml:mo><mml:mo>&gt;</mml:mo><mml:mn mathvariant="normal">0</mml:mn></mml:mrow></mml:math></inline-formula>, then Eq. (<xref ref-type="disp-formula" rid="Ch1.E34"/>) immediately indicates that <inline-formula><mml:math id="M201" display="inline"><mml:mrow><mml:msub><mml:mi mathvariant="italic">ϕ</mml:mi><mml:mrow><mml:mi>m</mml:mi><mml:mo>,</mml:mo><mml:mi>n</mml:mi></mml:mrow></mml:msub><mml:mo>=</mml:mo><mml:mn mathvariant="normal">0</mml:mn><mml:mo>,</mml:mo><mml:mo>∀</mml:mo><mml:mspace linebreak="nobreak" width="0.25em"/><mml:mo>|</mml:mo><mml:mi>m</mml:mi><mml:mo>|</mml:mo><mml:mo>≥</mml:mo><mml:mi>k</mml:mi></mml:mrow></mml:math></inline-formula> and <inline-formula><mml:math id="M202" display="inline"><mml:mrow><mml:mi>n</mml:mi><mml:mo>∈</mml:mo><mml:msup><mml:mi mathvariant="double-struck">Z</mml:mi><mml:mo>+</mml:mo></mml:msup><mml:mo>∪</mml:mo><mml:mo mathvariant="italic">{</mml:mo><mml:mn mathvariant="normal">0</mml:mn><mml:mo mathvariant="italic">}</mml:mo></mml:mrow></mml:math></inline-formula> (i.e., <inline-formula><mml:math id="M203" display="inline"><mml:mrow><mml:msub><mml:mi mathvariant="italic">ψ</mml:mi><mml:mi>m</mml:mi></mml:msub><mml:mo>=</mml:mo><mml:mn mathvariant="normal">0</mml:mn></mml:mrow></mml:math></inline-formula>), and so no such unstable eigenvector <inline-formula><mml:math id="M204" display="inline"><mml:mrow><mml:msub><mml:mi mathvariant="italic">ψ</mml:mi><mml:mi>m</mml:mi></mml:msub></mml:mrow></mml:math></inline-formula> can exist at all. Therefore, we obtain the remarkable result that any possible unstable modes must be bounded by the condition <inline-formula><mml:math id="M205" display="inline"><mml:mrow><mml:mo>|</mml:mo><mml:mi>m</mml:mi><mml:mo>|</mml:mo><mml:mo>≤</mml:mo><mml:mi>k</mml:mi></mml:mrow></mml:math></inline-formula>, where <inline-formula><mml:math id="M206" display="inline"><mml:mi>k</mml:mi></mml:math></inline-formula> is an integer satisfying the following relationship:
            <disp-formula id="Ch1.E37" content-type="numbered"><label>37</label><mml:math id="M207" display="block"><mml:mrow><mml:mstyle displaystyle="true"><mml:mfrac style="display"><mml:msqrt><mml:mn mathvariant="normal">3</mml:mn></mml:msqrt><mml:mrow><mml:mn mathvariant="normal">2</mml:mn><mml:mi>k</mml:mi></mml:mrow></mml:mfrac></mml:mstyle><mml:mo>≤</mml:mo><mml:mi>a</mml:mi><mml:mo>&lt;</mml:mo><mml:mstyle displaystyle="true"><mml:mfrac style="display"><mml:msqrt><mml:mn mathvariant="normal">3</mml:mn></mml:msqrt><mml:mrow><mml:mn mathvariant="normal">2</mml:mn><mml:mi>k</mml:mi><mml:mo>-</mml:mo><mml:mn mathvariant="normal">2</mml:mn></mml:mrow></mml:mfrac></mml:mstyle><mml:mo>.</mml:mo></mml:mrow></mml:math></disp-formula></p>
      <p id="d1e7319">To help understand the significance of this result, consider a tropical channel domain between 10<inline-formula><mml:math id="M208" display="inline"><mml:msup><mml:mi/><mml:mo>∘</mml:mo></mml:msup></mml:math></inline-formula> S and 10<inline-formula><mml:math id="M209" display="inline"><mml:msup><mml:mi/><mml:mo>∘</mml:mo></mml:msup></mml:math></inline-formula> N in the Earth's atmosphere (i.e., <inline-formula><mml:math id="M210" display="inline"><mml:mrow><mml:msub><mml:mi>L</mml:mi><mml:mi>y</mml:mi></mml:msub><mml:mo>∼</mml:mo><mml:mn mathvariant="normal">1200</mml:mn></mml:mrow></mml:math></inline-formula> km) and <inline-formula><mml:math id="M211" display="inline"><mml:mrow><mml:msub><mml:mi>L</mml:mi><mml:mi>x</mml:mi></mml:msub><mml:mo>∼</mml:mo><mml:mn mathvariant="normal">40</mml:mn></mml:mrow></mml:math></inline-formula> 000 km such that <inline-formula><mml:math id="M212" display="inline"><mml:mrow><mml:mi>a</mml:mi><mml:mo>≡</mml:mo><mml:mn mathvariant="normal">2</mml:mn><mml:msub><mml:mi>L</mml:mi><mml:mi>y</mml:mi></mml:msub><mml:mo>/</mml:mo><mml:msub><mml:mi>L</mml:mi><mml:mi>x</mml:mi></mml:msub><mml:mo>≈</mml:mo><mml:mn mathvariant="normal">0.06</mml:mn></mml:mrow></mml:math></inline-formula>. Using the condition <inline-formula><mml:math id="M213" display="inline"><mml:mrow><mml:mstyle displaystyle="false"><mml:mfrac style="text"><mml:msqrt><mml:mn mathvariant="normal">3</mml:mn></mml:msqrt><mml:mrow><mml:mn mathvariant="normal">2</mml:mn><mml:mi>k</mml:mi></mml:mrow></mml:mfrac></mml:mstyle><mml:mo>≤</mml:mo><mml:mi>a</mml:mi><mml:mo>&lt;</mml:mo><mml:mstyle displaystyle="false"><mml:mfrac style="text"><mml:msqrt><mml:mn mathvariant="normal">3</mml:mn></mml:msqrt><mml:mrow><mml:mn mathvariant="normal">2</mml:mn><mml:mi>k</mml:mi><mml:mo>-</mml:mo><mml:mn mathvariant="normal">2</mml:mn></mml:mrow></mml:mfrac></mml:mstyle></mml:mrow></mml:math></inline-formula>, one obtains an upper bound zonal wavenumber <inline-formula><mml:math id="M214" display="inline"><mml:mrow><mml:mi>k</mml:mi><mml:mo>=</mml:mo><mml:mn mathvariant="normal">12</mml:mn></mml:mrow></mml:math></inline-formula>. For the current Earth's tropical atmosphere, this upper bound <inline-formula><mml:math id="M215" display="inline"><mml:mrow><mml:mi>m</mml:mi><mml:mo>≤</mml:mo><mml:mn mathvariant="normal">12</mml:mn></mml:mrow></mml:math></inline-formula> appears to be consistent with the most unstable mode <inline-formula><mml:math id="M216" display="inline"><mml:mrow><mml:mi>m</mml:mi><mml:mo>=</mml:mo><mml:mn mathvariant="normal">13</mml:mn></mml:mrow></mml:math></inline-formula>, obtained from the idealized simulations by <xref ref-type="bibr" rid="bib1.bibx12" id="text.41"/>. In particular, it can be further seen from the constraint (Eq. <xref ref-type="disp-formula" rid="Ch1.E37"/>) that a narrower tropical channel width (i.e., smaller <inline-formula><mml:math id="M217" display="inline"><mml:mrow><mml:msub><mml:mi>L</mml:mi><mml:mi>y</mml:mi></mml:msub></mml:mrow></mml:math></inline-formula>) would lead to a smaller aspect ratio <inline-formula><mml:math id="M218" display="inline"><mml:mi>a</mml:mi></mml:math></inline-formula>, and so a higher upper bound <inline-formula><mml:math id="M219" display="inline"><mml:mi>k</mml:mi></mml:math></inline-formula>. In this regard, our result could offer further insight into how the upper bound in the unstable zonal wavenumber varies on different planets or in different climates with potentially different values of the aspect ratio <inline-formula><mml:math id="M220" display="inline"><mml:mi>a</mml:mi></mml:math></inline-formula>.
It should be mentioned that the constraint (Eq. <xref ref-type="disp-formula" rid="Ch1.E37"/>) does not allow us to know in advance exactly which wavenumber <inline-formula><mml:math id="M221" display="inline"><mml:mrow><mml:mi>m</mml:mi><mml:mo>&lt;</mml:mo><mml:mi>k</mml:mi></mml:mrow></mml:math></inline-formula> will become <italic>first</italic> unstable, because the condition <inline-formula><mml:math id="M222" display="inline"><mml:mrow><mml:mo>|</mml:mo><mml:mi>m</mml:mi><mml:mo>|</mml:mo><mml:mo>&lt;</mml:mo><mml:mi>k</mml:mi></mml:mrow></mml:math></inline-formula> includes a range of <inline-formula><mml:math id="M223" display="inline"><mml:mi>m</mml:mi></mml:math></inline-formula> whose real part <inline-formula><mml:math id="M224" display="inline"><mml:mrow><mml:mi mathvariant="normal">ℜ</mml:mi><mml:mo>[</mml:mo><mml:msub><mml:mi mathvariant="italic">ρ</mml:mi><mml:mi>m</mml:mi></mml:msub><mml:mo>]</mml:mo></mml:mrow></mml:math></inline-formula> could be positive. Nonetheless, the above result is still very significant due to its explicit indication that the unstable wavenumbers cannot be arbitrary but must be upper bounded. Any eigenvectors with <inline-formula><mml:math id="M225" display="inline"><mml:mrow><mml:mo>|</mml:mo><mml:mi>m</mml:mi><mml:mo>|</mml:mo><mml:mo>≥</mml:mo><mml:mi>k</mml:mi></mml:mrow></mml:math></inline-formula> must be stable and cannot grow.</p>
      <p id="d1e7583">A natural consequence of the above result is that not only the total number of TC disturbances has an upper limit, but the size of these disturbances must also be limited (i.e., the size of each disturbance is <inline-formula><mml:math id="M226" display="inline"><mml:mrow><mml:mo>∼</mml:mo><mml:msub><mml:mi>L</mml:mi><mml:mi>x</mml:mi></mml:msub><mml:mo>/</mml:mo><mml:mi>m</mml:mi></mml:mrow></mml:math></inline-formula>). If we assume that each of these disturbances could be eventually responsible for one<?pagebreak page8390?> TC embryo, the upper limit in the number of the disturbances as found from the above condition would imply a lower bound on the overall size of TCs, which has to be larger than <inline-formula><mml:math id="M227" display="inline"><mml:mn mathvariant="normal">3000</mml:mn></mml:math></inline-formula> km in diameter. That is, the TC size on our current Earth's atmosphere cannot be  arbitrarily small, but must be larger than a limit of <inline-formula><mml:math id="M228" display="inline"><mml:mrow><mml:mo>∼</mml:mo><mml:msup><mml:mn mathvariant="normal">10</mml:mn><mml:mn mathvariant="normal">3</mml:mn></mml:msup></mml:mrow></mml:math></inline-formula> km, a fact that has been long observed but not fully explained so far. Of course, this TC size implication by no means eliminates the existence of a small TC such as midgets at the higher latitudes, because our analytical results provide only an estimate for the size of an area where a TC disturbance can emerge. Determining the actual size of a fully developed TC requires, however, various complex factors beyond the scope of the TC genesis that is presented in this study <xref ref-type="bibr" rid="bib1.bibx7" id="paren.42"><named-content content-type="pre">e.g.,</named-content></xref>.</p>
      <p id="d1e7629">We emphasize here that the condition on the unstable modes derived from the eigenvalue <inline-formula><mml:math id="M229" display="inline"><mml:mrow><mml:mi mathvariant="normal">ℜ</mml:mi><mml:mo>[</mml:mo><mml:msub><mml:mi mathvariant="italic">ρ</mml:mi><mml:mi>m</mml:mi></mml:msub><mml:mo>]</mml:mo></mml:mrow></mml:math></inline-formula> as seen from Eq. (<xref ref-type="disp-formula" rid="Ch1.E36"/>) is just a necessary condition, and it is by no means sufficient to specifically know which zonal wavenumber in the range of <inline-formula><mml:math id="M230" display="inline"><mml:mrow><mml:mo>[</mml:mo><mml:mn mathvariant="normal">1</mml:mn><mml:mo>,</mml:mo><mml:mi>k</mml:mi><mml:mo>]</mml:mo></mml:mrow></mml:math></inline-formula> will become first unstable. Thus, it is necessary to examine how the real part of the eigenvalue <inline-formula><mml:math id="M231" display="inline"><mml:mrow><mml:mi mathvariant="normal">ℜ</mml:mi><mml:mo>[</mml:mo><mml:msub><mml:mi mathvariant="italic">ρ</mml:mi><mml:mi>m</mml:mi></mml:msub><mml:mo>]</mml:mo></mml:mrow></mml:math></inline-formula> varies as the model parameter <inline-formula><mml:math id="M232" display="inline"><mml:mi>R</mml:mi></mml:math></inline-formula> increases for each value of <inline-formula><mml:math id="M233" display="inline"><mml:mi>m</mml:mi></mml:math></inline-formula>. Note that the nondimensional number <inline-formula><mml:math id="M234" display="inline"><mml:mi>R</mml:mi></mml:math></inline-formula> encodes several important large-scale conditions including the Rossby number, the Ekman number, and the strength of the background flow <inline-formula><mml:math id="M235" display="inline"><mml:mrow><mml:msub><mml:mi>U</mml:mi><mml:mn mathvariant="normal">0</mml:mn></mml:msub></mml:mrow></mml:math></inline-formula> as seen in Eq. (<xref ref-type="disp-formula" rid="Ch1.E9"/>). As these large-scale conditions change, <inline-formula><mml:math id="M236" display="inline"><mml:mi>R</mml:mi></mml:math></inline-formula> will vary as well. Depending on how the eigenvalue <inline-formula><mml:math id="M237" display="inline"><mml:mrow><mml:msub><mml:mi mathvariant="italic">ρ</mml:mi><mml:mi>m</mml:mi></mml:msub></mml:mrow></mml:math></inline-formula> varies as a function of <inline-formula><mml:math id="M238" display="inline"><mml:mi>R</mml:mi></mml:math></inline-formula>, there may emerge a first unstable zonal wavenumber <inline-formula><mml:math id="M239" display="inline"><mml:mi>m</mml:mi></mml:math></inline-formula> with a positive eigenvalue <inline-formula><mml:math id="M240" display="inline"><mml:mrow><mml:mi mathvariant="normal">ℜ</mml:mi><mml:mo>[</mml:mo><mml:msub><mml:mi mathvariant="italic">ρ</mml:mi><mml:mi>m</mml:mi></mml:msub><mml:mo>]</mml:mo></mml:mrow></mml:math></inline-formula> that we need to quantify.</p>
      <p id="d1e7769">To ensure the existence of such a positive eigenvalue as <inline-formula><mml:math id="M241" display="inline"><mml:mi>R</mml:mi></mml:math></inline-formula> increases, one needs to show that <inline-formula><mml:math id="M242" display="inline"><mml:mrow><mml:mi mathvariant="normal">ℜ</mml:mi><mml:mo>[</mml:mo><mml:msub><mml:mi mathvariant="italic">ρ</mml:mi><mml:mi>m</mml:mi></mml:msub><mml:mo>]</mml:mo></mml:mrow></mml:math></inline-formula> must be an increasing function of <inline-formula><mml:math id="M243" display="inline"><mml:mi>R</mml:mi></mml:math></inline-formula> such that the real part can become positive as <inline-formula><mml:math id="M244" display="inline"><mml:mi>R</mml:mi></mml:math></inline-formula> increases. The specific wavenumber <inline-formula><mml:math id="M245" display="inline"><mml:mi>m</mml:mi></mml:math></inline-formula> for which <inline-formula><mml:math id="M246" display="inline"><mml:mrow><mml:mi mathvariant="normal">ℜ</mml:mi><mml:mo>[</mml:mo><mml:msub><mml:mi mathvariant="italic">ρ</mml:mi><mml:mi>m</mml:mi></mml:msub><mml:mo>]</mml:mo></mml:mrow></mml:math></inline-formula> first becomes positive will possess the structure that dictates the new dynamical transition of the system according to the PES conditions. Due to the complication in deriving the exact expression for <inline-formula><mml:math id="M247" display="inline"><mml:mrow><mml:msub><mml:mi mathvariant="italic">ρ</mml:mi><mml:mi>m</mml:mi></mml:msub></mml:mrow></mml:math></inline-formula>, details of the derivations of <inline-formula><mml:math id="M248" display="inline"><mml:mrow><mml:mi mathvariant="normal">ℜ</mml:mi><mml:mo>[</mml:mo><mml:msub><mml:mi mathvariant="italic">ρ</mml:mi><mml:mi>m</mml:mi></mml:msub><mml:mo>]</mml:mo></mml:mrow></mml:math></inline-formula> as a function of <inline-formula><mml:math id="M249" display="inline"><mml:mi>R</mml:mi></mml:math></inline-formula> are provided in Appendix 2. An important conclusion from these derivations is that <inline-formula><mml:math id="M250" display="inline"><mml:mrow><mml:msub><mml:mo>lim⁡</mml:mo><mml:mrow><mml:mi>R</mml:mi><mml:mo>→</mml:mo><mml:mo>+</mml:mo><mml:mi mathvariant="normal">∞</mml:mi></mml:mrow></mml:msub><mml:mi mathvariant="normal">ℜ</mml:mi><mml:mo>[</mml:mo><mml:msub><mml:mi mathvariant="italic">ρ</mml:mi><mml:mi>m</mml:mi></mml:msub><mml:mo>(</mml:mo><mml:mi>R</mml:mi><mml:mo>)</mml:mo><mml:mo>]</mml:mo><mml:mo>=</mml:mo><mml:mo>+</mml:mo><mml:mi mathvariant="normal">∞</mml:mi></mml:mrow></mml:math></inline-formula>, which implies that there indeed exists a critical value <inline-formula><mml:math id="M251" display="inline"><mml:mrow><mml:msup><mml:mi>R</mml:mi><mml:mo>*</mml:mo></mml:msup></mml:mrow></mml:math></inline-formula> at which <inline-formula><mml:math id="M252" display="inline"><mml:mrow><mml:mi mathvariant="normal">ℜ</mml:mi><mml:mo>[</mml:mo><mml:msub><mml:mi mathvariant="italic">ρ</mml:mi><mml:mi>m</mml:mi></mml:msub><mml:mo>]</mml:mo><mml:mo>(</mml:mo><mml:msup><mml:mi>R</mml:mi><mml:mo>*</mml:mo></mml:msup><mml:mo>)</mml:mo><mml:mo>=</mml:mo><mml:mn mathvariant="normal">0</mml:mn></mml:mrow></mml:math></inline-formula>. This requirement is critical, since it directly indicates that the PES conditions are ensured. More strictly speaking, this result means that there exists a positive integer <inline-formula><mml:math id="M253" display="inline"><mml:mrow><mml:mi>n</mml:mi><mml:mo>≤</mml:mo><mml:mi>k</mml:mi></mml:mrow></mml:math></inline-formula> and a critical number <inline-formula><mml:math id="M254" display="inline"><mml:mrow><mml:msup><mml:mi>R</mml:mi><mml:mo>*</mml:mo></mml:msup><mml:mo>&gt;</mml:mo><mml:mn mathvariant="normal">0</mml:mn></mml:mrow></mml:math></inline-formula> such that the following PES conditions,
            <disp-formula id="Ch1.E38" content-type="numbered"><label>38</label><mml:math id="M255" display="block"><mml:mfenced open="{" close=""><mml:mtable rowspacing="0.2ex" columnspacing="1em" class="cases" columnalign="left" framespacing="0em"><mml:mtr><mml:mtd><mml:mrow><mml:mi mathvariant="normal">ℜ</mml:mi><mml:mo>[</mml:mo><mml:msub><mml:mi mathvariant="italic">ρ</mml:mi><mml:mrow><mml:mi>n</mml:mi><mml:mo>,</mml:mo><mml:mn mathvariant="normal">1</mml:mn></mml:mrow></mml:msub><mml:mo>]</mml:mo><mml:mo>=</mml:mo><mml:mi mathvariant="normal">ℜ</mml:mi><mml:mo>[</mml:mo><mml:msub><mml:mi mathvariant="italic">ρ</mml:mi><mml:mrow><mml:mo>-</mml:mo><mml:mi>n</mml:mi><mml:mo>,</mml:mo><mml:mn mathvariant="normal">1</mml:mn></mml:mrow></mml:msub><mml:mo>]</mml:mo><mml:mfenced open="{" close=""><mml:mtable rowspacing="0.2ex" columnspacing="1em" class="cases" columnalign="left left" framespacing="0em"><mml:mtr><mml:mtd><mml:mrow><mml:mo>&gt;</mml:mo><mml:mn mathvariant="normal">0</mml:mn></mml:mrow></mml:mtd><mml:mtd><mml:mrow><mml:mtext> if </mml:mtext><mml:mi>R</mml:mi><mml:mo>&gt;</mml:mo><mml:msup><mml:mi>R</mml:mi><mml:mo>*</mml:mo></mml:msup><mml:mo>,</mml:mo></mml:mrow></mml:mtd></mml:mtr><mml:mtr><mml:mtd><mml:mrow><mml:mo>=</mml:mo><mml:mn mathvariant="normal">0</mml:mn></mml:mrow></mml:mtd><mml:mtd><mml:mrow><mml:mtext> if </mml:mtext><mml:mi>R</mml:mi><mml:mo>=</mml:mo><mml:msup><mml:mi>R</mml:mi><mml:mo>*</mml:mo></mml:msup><mml:mo>,</mml:mo><mml:mspace linebreak="nobreak" width="0.25em"/><mml:mo>∀</mml:mo><mml:mi>n</mml:mi><mml:mo>=</mml:mo><mml:msub><mml:mi>m</mml:mi><mml:mn mathvariant="normal">1</mml:mn></mml:msub><mml:mo>,</mml:mo><mml:mo>,</mml:mo><mml:mi mathvariant="normal">⋯</mml:mi><mml:mo>,</mml:mo><mml:msub><mml:mi>m</mml:mi><mml:mi>l</mml:mi></mml:msub></mml:mrow></mml:mtd></mml:mtr><mml:mtr><mml:mtd><mml:mrow><mml:mo>&lt;</mml:mo><mml:mn mathvariant="normal">0</mml:mn></mml:mrow></mml:mtd><mml:mtd><mml:mrow><mml:mtext> if </mml:mtext><mml:mi>R</mml:mi><mml:mo>&lt;</mml:mo><mml:msup><mml:mi>R</mml:mi><mml:mo>*</mml:mo></mml:msup><mml:mo>,</mml:mo></mml:mrow></mml:mtd></mml:mtr></mml:mtable></mml:mfenced><mml:mo>,</mml:mo></mml:mrow></mml:mtd></mml:mtr><mml:mtr><mml:mtd><mml:mrow><mml:mi mathvariant="normal">ℜ</mml:mi><mml:mo>[</mml:mo><mml:msub><mml:mi mathvariant="italic">ρ</mml:mi><mml:mrow><mml:mi>m</mml:mi><mml:mo>,</mml:mo><mml:mi>k</mml:mi></mml:mrow></mml:msub><mml:mo>]</mml:mo><mml:mo>&lt;</mml:mo><mml:mn mathvariant="normal">0</mml:mn><mml:mo>,</mml:mo><mml:mspace linebreak="nobreak" width="0.25em"/><mml:mspace width="0.25em" linebreak="nobreak"/><mml:mspace linebreak="nobreak" width="1em"/><mml:mtext> if </mml:mtext><mml:mo>(</mml:mo><mml:mi>m</mml:mi><mml:mo>,</mml:mo><mml:mi>k</mml:mi><mml:mo>)</mml:mo><mml:mo>≠</mml:mo><mml:mo>(</mml:mo><mml:msub><mml:mi>m</mml:mi><mml:mi>i</mml:mi></mml:msub><mml:mo>,</mml:mo><mml:mn mathvariant="normal">1</mml:mn><mml:mo>)</mml:mo><mml:mo>,</mml:mo><mml:mspace width="1em" linebreak="nobreak"/><mml:mn mathvariant="normal">1</mml:mn><mml:mo>≤</mml:mo><mml:mi>i</mml:mi><mml:mo>≤</mml:mo><mml:mi>l</mml:mi><mml:mo>,</mml:mo></mml:mrow></mml:mtd></mml:mtr><mml:mtr><mml:mtd><mml:mrow><mml:mi mathvariant="normal">ℑ</mml:mi><mml:mo>[</mml:mo><mml:msub><mml:mi mathvariant="italic">ρ</mml:mi><mml:mrow><mml:mi>n</mml:mi><mml:mo>,</mml:mo><mml:mn mathvariant="normal">1</mml:mn></mml:mrow></mml:msub><mml:mo>(</mml:mo><mml:mi>R</mml:mi><mml:mo>)</mml:mo><mml:mo>]</mml:mo><mml:mo>≠</mml:mo><mml:mn mathvariant="normal">0</mml:mn><mml:mspace width="1em" linebreak="nobreak"/><mml:mtext>for</mml:mtext><mml:mspace linebreak="nobreak" width="0.25em"/><mml:mspace linebreak="nobreak" width="0.25em"/><mml:mi>R</mml:mi><mml:mo>≥</mml:mo><mml:msup><mml:mi>R</mml:mi><mml:mo>*</mml:mo></mml:msup><mml:mo>,</mml:mo></mml:mrow></mml:mtd></mml:mtr></mml:mtable></mml:mfenced></mml:math></disp-formula>
          must hold true. Corresponding to the first unstable mode <inline-formula><mml:math id="M256" display="inline"><mml:mi>m</mml:mi></mml:math></inline-formula> and eigenvalue <inline-formula><mml:math id="M257" display="inline"><mml:mrow><mml:msub><mml:mi mathvariant="italic">ρ</mml:mi><mml:mrow><mml:mi>m</mml:mi><mml:mo>,</mml:mo><mml:mn mathvariant="normal">1</mml:mn></mml:mrow></mml:msub></mml:mrow></mml:math></inline-formula>, its eigenvector is then given by

                <disp-formula id="Ch1.Ex9"><mml:math id="M258" display="block"><mml:mrow><mml:mstyle class="stylechange" displaystyle="true"/><mml:msub><mml:mi mathvariant="italic">ψ</mml:mi><mml:mi>m</mml:mi></mml:msub><mml:mo>=</mml:mo><mml:munderover><mml:mo movablelimits="false">∑</mml:mo><mml:mrow><mml:mi>n</mml:mi><mml:mo>=</mml:mo><mml:mn mathvariant="normal">0</mml:mn></mml:mrow><mml:mi mathvariant="normal">∞</mml:mi></mml:munderover><mml:msup><mml:mi>i</mml:mi><mml:mi>n</mml:mi></mml:msup><mml:msup><mml:mi>e</mml:mi><mml:mrow><mml:mi>i</mml:mi><mml:mi>m</mml:mi><mml:mi>a</mml:mi><mml:mi mathvariant="italic">π</mml:mi><mml:mi>x</mml:mi></mml:mrow></mml:msup><mml:msub><mml:mi mathvariant="italic">ϕ</mml:mi><mml:mrow><mml:mi>m</mml:mi><mml:mo>,</mml:mo><mml:mi>n</mml:mi></mml:mrow></mml:msub><mml:mi>cos⁡</mml:mi><mml:mfenced close=")" open="("><mml:mrow><mml:mi>n</mml:mi><mml:mo>+</mml:mo><mml:mstyle displaystyle="true"><mml:mfrac style="display"><mml:mn mathvariant="normal">1</mml:mn><mml:mn mathvariant="normal">2</mml:mn></mml:mfrac></mml:mstyle></mml:mrow></mml:mfenced><mml:mi mathvariant="italic">π</mml:mi><mml:mi>y</mml:mi><mml:mo>,</mml:mo><mml:mspace linebreak="nobreak" width="0.25em"/><mml:mn mathvariant="normal">1</mml:mn><mml:mo>≤</mml:mo><mml:mo>|</mml:mo><mml:mi>m</mml:mi><mml:mo>|</mml:mo><mml:mo>≤</mml:mo><mml:mi>k</mml:mi><mml:mo>.</mml:mo></mml:mrow></mml:math></disp-formula>

          Note that these eigenvectors are unstable for <inline-formula><mml:math id="M259" display="inline"><mml:mrow><mml:mo>|</mml:mo><mml:mi>m</mml:mi><mml:mo>|</mml:mo><mml:mo>&lt;</mml:mo><mml:mi>k</mml:mi></mml:mrow></mml:math></inline-formula> only, because all other eigenvectors <inline-formula><mml:math id="M260" display="inline"><mml:mrow><mml:mo>(</mml:mo><mml:mo>|</mml:mo><mml:mi>m</mml:mi><mml:mo>|</mml:mo><mml:mo>&gt;</mml:mo><mml:mi>k</mml:mi><mml:mo>)</mml:mo></mml:mrow></mml:math></inline-formula> are always stable as shown by the condition (Eq. <xref ref-type="disp-formula" rid="Ch1.E36"/>).</p>
      <p id="d1e8395">Due to the complicated expression for the eigenvalue <inline-formula><mml:math id="M261" display="inline"><mml:mrow><mml:msub><mml:mi mathvariant="italic">ρ</mml:mi><mml:mi>m</mml:mi></mml:msub><mml:mo>(</mml:mo><mml:mi>R</mml:mi><mml:mo>)</mml:mo></mml:mrow></mml:math></inline-formula> as shown in Appendix 2, the value <inline-formula><mml:math id="M262" display="inline"><mml:mrow><mml:msup><mml:mi>R</mml:mi><mml:mo>*</mml:mo></mml:msup></mml:mrow></mml:math></inline-formula> cannot be exactly derived but must be numerically approximated for each <inline-formula><mml:math id="M263" display="inline"><mml:mi>m</mml:mi></mml:math></inline-formula>. The proof of <inline-formula><mml:math id="M264" display="inline"><mml:mrow><mml:msub><mml:mo>lim⁡</mml:mo><mml:mrow><mml:mi>R</mml:mi><mml:mo>→</mml:mo><mml:mo>+</mml:mo><mml:mi mathvariant="normal">∞</mml:mi></mml:mrow></mml:msub><mml:mi mathvariant="normal">ℜ</mml:mi><mml:mo>[</mml:mo><mml:msub><mml:mi mathvariant="italic">ρ</mml:mi><mml:mi>m</mml:mi></mml:msub><mml:mo>(</mml:mo><mml:mi>R</mml:mi><mml:mo>)</mml:mo><mml:mo>]</mml:mo><mml:mo>=</mml:mo><mml:mo>+</mml:mo><mml:mi mathvariant="normal">∞</mml:mi></mml:mrow></mml:math></inline-formula> provided in Appendix 2 ensures that <inline-formula><mml:math id="M265" display="inline"><mml:mrow><mml:msup><mml:mi>R</mml:mi><mml:mo>*</mml:mo></mml:msup></mml:mrow></mml:math></inline-formula> always exists, and so it should be found numerically. Figure <xref ref-type="fig" rid="Ch1.F2"/> shows the critical value <inline-formula><mml:math id="M266" display="inline"><mml:mrow><mml:msubsup><mml:mi>R</mml:mi><mml:mi>m</mml:mi><mml:mo>*</mml:mo></mml:msubsup></mml:mrow></mml:math></inline-formula> as a function of <inline-formula><mml:math id="M267" display="inline"><mml:mrow><mml:mn mathvariant="normal">2</mml:mn><mml:mo>/</mml:mo><mml:mi>a</mml:mi></mml:mrow></mml:math></inline-formula> for each value of <inline-formula><mml:math id="M268" display="inline"><mml:mi>m</mml:mi></mml:math></inline-formula>, which is obtained by using a numerical approximation. Recall that for each value of <inline-formula><mml:math id="M269" display="inline"><mml:mi>a</mml:mi></mml:math></inline-formula>, there will exist only one value <inline-formula><mml:math id="M270" display="inline"><mml:mi>k</mml:mi></mml:math></inline-formula> that satisfies <inline-formula><mml:math id="M271" display="inline"><mml:mrow><mml:mstyle displaystyle="false"><mml:mfrac style="text"><mml:msqrt><mml:mn mathvariant="normal">3</mml:mn></mml:msqrt><mml:mrow><mml:mn mathvariant="normal">2</mml:mn><mml:mi>k</mml:mi></mml:mrow></mml:mfrac></mml:mstyle><mml:mo>≤</mml:mo><mml:mi>a</mml:mi><mml:mo>&lt;</mml:mo><mml:mstyle displaystyle="false"><mml:mfrac style="text"><mml:msqrt><mml:mn mathvariant="normal">3</mml:mn></mml:msqrt><mml:mrow><mml:mn mathvariant="normal">2</mml:mn><mml:mi>k</mml:mi><mml:mo>-</mml:mo><mml:mn mathvariant="normal">2</mml:mn></mml:mrow></mml:mfrac></mml:mstyle></mml:mrow></mml:math></inline-formula> and a value <inline-formula><mml:math id="M272" display="inline"><mml:mrow><mml:mi>m</mml:mi><mml:mo>&lt;</mml:mo><mml:mi>k</mml:mi></mml:mrow></mml:math></inline-formula> such that <inline-formula><mml:math id="M273" display="inline"><mml:mrow><mml:mi mathvariant="normal">ℜ</mml:mi><mml:mo>[</mml:mo><mml:msub><mml:mi mathvariant="italic">ρ</mml:mi><mml:mrow><mml:mi>m</mml:mi><mml:mo>,</mml:mo><mml:mn mathvariant="normal">1</mml:mn></mml:mrow></mml:msub><mml:mo>]</mml:mo><mml:mo>=</mml:mo><mml:mn mathvariant="normal">0</mml:mn></mml:mrow></mml:math></inline-formula>. By searching for the value of <inline-formula><mml:math id="M274" display="inline"><mml:mrow><mml:msubsup><mml:mi>R</mml:mi><mml:mi>m</mml:mi><mml:mo>*</mml:mo></mml:msubsup></mml:mrow></mml:math></inline-formula> that ensures <inline-formula><mml:math id="M275" display="inline"><mml:mrow><mml:mi mathvariant="normal">ℜ</mml:mi><mml:mo>[</mml:mo><mml:msub><mml:mi mathvariant="italic">ρ</mml:mi><mml:mrow><mml:mi>m</mml:mi><mml:mo>,</mml:mo><mml:mn mathvariant="normal">1</mml:mn></mml:mrow></mml:msub><mml:mo>]</mml:mo><mml:mo>=</mml:mo><mml:mn mathvariant="normal">0</mml:mn></mml:mrow></mml:math></inline-formula>, we obtain for each <inline-formula><mml:math id="M276" display="inline"><mml:mrow><mml:mi>m</mml:mi><mml:mo>≤</mml:mo><mml:mi>k</mml:mi></mml:mrow></mml:math></inline-formula> a curve <inline-formula><mml:math id="M277" display="inline"><mml:mrow><mml:msubsup><mml:mi>R</mml:mi><mml:mi>m</mml:mi><mml:mo>*</mml:mo></mml:msubsup><mml:mo>=</mml:mo><mml:msubsup><mml:mi>R</mml:mi><mml:mi>m</mml:mi><mml:mo>*</mml:mo></mml:msubsup><mml:mo>(</mml:mo><mml:mi>a</mml:mi><mml:mo>)</mml:mo></mml:mrow></mml:math></inline-formula> that determines the onset of the dynamical transition. Because the eigenvalues and the eigenfunctions corresponding to <inline-formula><mml:math id="M278" display="inline"><mml:mrow><mml:mo>-</mml:mo><mml:mi>m</mml:mi></mml:mrow></mml:math></inline-formula> are the complex conjugate of the respective eigenvalues and the eigenfunctions corresponding to <inline-formula><mml:math id="M279" display="inline"><mml:mi>m</mml:mi></mml:math></inline-formula>, only the cases of nonnegative <inline-formula><mml:math id="M280" display="inline"><mml:mi>m</mml:mi></mml:math></inline-formula> need to be examined.</p>

      <fig id="Ch1.F2"><?xmltex \currentcnt{2}?><label>Figure 2</label><caption><p id="d1e8714">Marginal stability curves <inline-formula><mml:math id="M281" display="inline"><mml:mrow><mml:msubsup><mml:mi>R</mml:mi><mml:mi>m</mml:mi><mml:mo>*</mml:mo></mml:msubsup><mml:mo>(</mml:mo><mml:mi>a</mml:mi><mml:mo>)</mml:mo></mml:mrow></mml:math></inline-formula> obtained from the constraint on the eigenvalue <inline-formula><mml:math id="M282" display="inline"><mml:mrow><mml:mi mathvariant="normal">ℜ</mml:mi><mml:msub><mml:mi mathvariant="italic">ρ</mml:mi><mml:mrow><mml:mi>m</mml:mi><mml:mo>,</mml:mo><mml:mn mathvariant="normal">1</mml:mn></mml:mrow></mml:msub><mml:mo>(</mml:mo><mml:mi>R</mml:mi><mml:mo>)</mml:mo><mml:mo>=</mml:mo><mml:mn mathvariant="normal">0</mml:mn></mml:mrow></mml:math></inline-formula> for a range of the aspect ratio <inline-formula><mml:math id="M283" display="inline"><mml:mrow><mml:mn mathvariant="normal">0.1</mml:mn><mml:mo>≤</mml:mo><mml:mi>a</mml:mi><mml:mo>≤</mml:mo><mml:mn mathvariant="normal">0.35</mml:mn></mml:mrow></mml:math></inline-formula>.</p></caption>
          <?xmltex \igopts{width=241.848425pt}?><graphic xlink:href="https://acp.copernicus.org/articles/19/8383/2019/acp-19-8383-2019-f02.png"/>

        </fig>

      <?pagebreak page8391?><p id="d1e8786">As shown in Fig. <xref ref-type="fig" rid="Ch1.F2"/>, there are several key differences between the asymptotic limits of a very small and a very large <inline-formula><mml:math id="M284" display="inline"><mml:mi>a</mml:mi></mml:math></inline-formula>. Specifically, for a larger value of <inline-formula><mml:math id="M285" display="inline"><mml:mi>a</mml:mi></mml:math></inline-formula> (i.e., a wider tropical region), the smaller wavenumbers <inline-formula><mml:math id="M286" display="inline"><mml:mi>m</mml:mi></mml:math></inline-formula> will become unstable first, starting with <inline-formula><mml:math id="M287" display="inline"><mml:mrow><mml:mi>m</mml:mi><mml:mo>=</mml:mo><mml:mn mathvariant="normal">5</mml:mn></mml:mrow></mml:math></inline-formula>, and then decrease for a larger <inline-formula><mml:math id="M288" display="inline"><mml:mi>R</mml:mi></mml:math></inline-formula>. For the smaller value of <inline-formula><mml:math id="M289" display="inline"><mml:mi>a</mml:mi></mml:math></inline-formula> (i.e., a narrower tropical channel), the larger wavenumbers will, however, become unstable first as shown in Fig. <xref ref-type="fig" rid="Ch1.F2"/>. For example, for the typical scales of the Earth's tropical region with <inline-formula><mml:math id="M290" display="inline"><mml:mrow><mml:msub><mml:mi>L</mml:mi><mml:mi>x</mml:mi></mml:msub><mml:mo>≈</mml:mo><mml:mn mathvariant="normal">40</mml:mn></mml:mrow></mml:math></inline-formula> 000 km, and <inline-formula><mml:math id="M291" display="inline"><mml:mrow><mml:msub><mml:mi>L</mml:mi><mml:mi>y</mml:mi></mml:msub><mml:mo>≈</mml:mo><mml:mn mathvariant="normal">1200</mml:mn></mml:mrow></mml:math></inline-formula> km, <inline-formula><mml:math id="M292" display="inline"><mml:mrow><mml:mn mathvariant="normal">2</mml:mn><mml:mo>/</mml:mo><mml:mi>a</mml:mi><mml:mo>=</mml:mo><mml:msub><mml:mi>L</mml:mi><mml:mi>x</mml:mi></mml:msub><mml:mo>/</mml:mo><mml:mo>|</mml:mo><mml:msub><mml:mi>L</mml:mi><mml:mi>y</mml:mi></mml:msub><mml:mo>≈</mml:mo><mml:mn mathvariant="normal">33.3</mml:mn></mml:mrow></mml:math></inline-formula>. According to Fig. <xref ref-type="fig" rid="Ch1.F2"/>, the wavenumber <inline-formula><mml:math id="M293" display="inline"><mml:mrow><mml:mi>m</mml:mi><mml:mo>=</mml:mo><mml:mn mathvariant="normal">9</mml:mn></mml:mrow></mml:math></inline-formula> will become unstable first as <inline-formula><mml:math id="M294" display="inline"><mml:mi>R</mml:mi></mml:math></inline-formula> crosses the value <inline-formula><mml:math id="M295" display="inline"><mml:mrow><mml:msup><mml:mi>R</mml:mi><mml:mo>*</mml:mo></mml:msup><mml:mo>=</mml:mo><mml:mn mathvariant="normal">4</mml:mn></mml:mrow></mml:math></inline-formula>. Thus, the dynamical transition for <inline-formula><mml:math id="M296" display="inline"><mml:mrow><mml:mi>m</mml:mi><mml:mo>=</mml:mo><mml:mn mathvariant="normal">9</mml:mn></mml:mrow></mml:math></inline-formula> will produce a new unstable wave structure corresponding to <inline-formula><mml:math id="M297" display="inline"><mml:mrow><mml:mi>m</mml:mi><mml:mo>=</mml:mo><mml:mn mathvariant="normal">9</mml:mn></mml:mrow></mml:math></inline-formula> at the bifurcation point. As the parameter <inline-formula><mml:math id="M298" display="inline"><mml:mi>R</mml:mi></mml:math></inline-formula> increases, other unstable modes corresponding to <inline-formula><mml:math id="M299" display="inline"><mml:mrow><mml:mi>m</mml:mi><mml:mo>=</mml:mo><mml:mn mathvariant="normal">8</mml:mn><mml:mo>,</mml:mo><mml:mn mathvariant="normal">7</mml:mn><mml:mo>,</mml:mo><mml:mn mathvariant="normal">6</mml:mn><mml:mi mathvariant="normal">…</mml:mi></mml:mrow></mml:math></inline-formula> start to emerge, thus producing a spectrum of unstable structures as a result of the dynamical transition.</p>
      <p id="d1e8994">To focus on how the first unstable mode changes with the aspect ratio <inline-formula><mml:math id="M300" display="inline"><mml:mi>a</mml:mi></mml:math></inline-formula> instead of the critical number <inline-formula><mml:math id="M301" display="inline"><mml:mrow><mml:msup><mml:mi>R</mml:mi><mml:mo>*</mml:mo></mml:msup></mml:mrow></mml:math></inline-formula> as shown in Fig. <xref ref-type="fig" rid="Ch1.F2"/>, Fig. <xref ref-type="fig" rid="Ch1.F3"/> shows the first unstable mode <inline-formula><mml:math id="M302" display="inline"><mml:mi>m</mml:mi></mml:math></inline-formula> as a function of <inline-formula><mml:math id="M303" display="inline"><mml:mi>a</mml:mi></mml:math></inline-formula>, assuming all of the same parameter values used in Fig. <xref ref-type="fig" rid="Ch1.F2"/>. It can be seen in this Fig. <xref ref-type="fig" rid="Ch1.F3"/> that for each value of <inline-formula><mml:math id="M304" display="inline"><mml:mi>a</mml:mi></mml:math></inline-formula>, there is only one wavenumber <inline-formula><mml:math id="M305" display="inline"><mml:mrow><mml:mi>n</mml:mi><mml:mo>=</mml:mo><mml:mi>n</mml:mi><mml:mo>(</mml:mo><mml:mi>a</mml:mi><mml:mo>)</mml:mo></mml:mrow></mml:math></inline-formula> for which <inline-formula><mml:math id="M306" display="inline"><mml:mrow><mml:msubsup><mml:mi>R</mml:mi><mml:mi>n</mml:mi><mml:mo>*</mml:mo></mml:msubsup><mml:mo>=</mml:mo><mml:msub><mml:mo>min⁡</mml:mo><mml:mrow><mml:mi>m</mml:mi><mml:mo>∈</mml:mo><mml:mi mathvariant="double-struck">N</mml:mi></mml:mrow></mml:msub><mml:msubsup><mml:mi>R</mml:mi><mml:mi>m</mml:mi><mml:mo>*</mml:mo></mml:msubsup></mml:mrow></mml:math></inline-formula>. This is the critical value <inline-formula><mml:math id="M307" display="inline"><mml:mrow><mml:msup><mml:mi>R</mml:mi><mml:mo>*</mml:mo></mml:msup><mml:mo>=</mml:mo><mml:msubsup><mml:mi>R</mml:mi><mml:mi>n</mml:mi><mml:mo>*</mml:mo></mml:msubsup></mml:mrow></mml:math></inline-formula> at which the dynamical transition will occur according to the PES conditions. Apparently, one can better see in this figure how the first unstable mode depends on the aspect ratio of the tropical channel, with a higher wavenumber for a narrower tropical region. The same behavior is also valid for a range of values of the Ekman number <inline-formula><mml:math id="M308" display="inline"><mml:mi>E</mml:mi></mml:math></inline-formula> and Rossby number <inline-formula><mml:math id="M309" display="inline"><mml:mi mathvariant="italic">ϵ</mml:mi></mml:math></inline-formula>, which are not shown here because they do not provide any further information.</p>

      <fig id="Ch1.F3"><?xmltex \currentcnt{3}?><label>Figure 3</label><caption><p id="d1e9132">The dependence of the first critical wave number <inline-formula><mml:math id="M310" display="inline"><mml:mrow><mml:mi>m</mml:mi><mml:mo>=</mml:mo><mml:mi>n</mml:mi></mml:mrow></mml:math></inline-formula> on the scale factor <inline-formula><mml:math id="M311" display="inline"><mml:mi>a</mml:mi></mml:math></inline-formula>, assuming the Rossby number <inline-formula><mml:math id="M312" display="inline"><mml:mrow><mml:mi mathvariant="italic">ϵ</mml:mi><mml:mo>=</mml:mo><mml:mn mathvariant="normal">0.5</mml:mn></mml:mrow></mml:math></inline-formula> and the Ekman number <inline-formula><mml:math id="M313" display="inline"><mml:mrow><mml:mi>E</mml:mi><mml:mo>=</mml:mo><mml:mn mathvariant="normal">0.05</mml:mn></mml:mrow></mml:math></inline-formula> similar to Fig. 2.</p></caption>
          <?xmltex \igopts{width=241.848425pt}?><graphic xlink:href="https://acp.copernicus.org/articles/19/8383/2019/acp-19-8383-2019-f03.png"/>

        </fig>

</sec>
</sec>
<sec id="Ch1.S4">
  <label>4</label><title>Bifurcation structure</title>
      <p id="d1e9193">While the stability analyses in the previous section could show an upper bound on possible unstable modes, the structure of these unstable modes as well as the subsequent effects of the nonlinear terms have not been discussed. The existence of an eigenvalue with a zero real part at <inline-formula><mml:math id="M314" display="inline"><mml:mrow><mml:mi>R</mml:mi><mml:mo>=</mml:mo><mml:msup><mml:mi>R</mml:mi><mml:mo>*</mml:mo></mml:msup></mml:mrow></mml:math></inline-formula> immediately imposes the condition that the stability analyses must require all nonlinear terms so that the behaviors of dynamical transitions can be captured. Depending on the multiplicity of the eigenvalues when the PES conditions are met, one can, however, reduce the full nonlinear system (Eq. <xref ref-type="disp-formula" rid="Ch1.E14"/>) to a set of ordinary differential equations on a central manifold at <inline-formula><mml:math id="M315" display="inline"><mml:mrow><mml:mi>R</mml:mi><mml:mo>=</mml:mo><mml:msup><mml:mi>R</mml:mi><mml:mo>*</mml:mo></mml:msup></mml:mrow></mml:math></inline-formula> and construct a central manifold function to examine the bifurcation and the structure of new states with all nonlinear terms included. Standard procedures of stability analyses on the central manifold for the ITCZ model show that there exists indeed a supercritical Hopf bifurcation for <inline-formula><mml:math id="M316" display="inline"><mml:mrow><mml:mi>R</mml:mi><mml:mo>&gt;</mml:mo><mml:msup><mml:mi>R</mml:mi><mml:mo>*</mml:mo></mml:msup></mml:mrow></mml:math></inline-formula>, with a new stable state approximated as follows <xref ref-type="bibr" rid="bib1.bibx27" id="paren.43"><named-content content-type="pre">see</named-content></xref>,

              <disp-formula id="Ch1.E39" content-type="numbered"><label>39</label><mml:math id="M317" display="block"><mml:mrow><mml:mstyle displaystyle="true" class="stylechange"/><mml:mi mathvariant="italic">ψ</mml:mi><mml:mo>=</mml:mo><mml:msub><mml:mi mathvariant="italic">ψ</mml:mi><mml:mi>S</mml:mi></mml:msub><mml:mo>+</mml:mo><mml:msup><mml:mfenced close=")" open="("><mml:mstyle displaystyle="true"><mml:mfrac style="display"><mml:mrow><mml:mi mathvariant="normal">ℜ</mml:mi><mml:mo>(</mml:mo><mml:msub><mml:mi mathvariant="italic">ρ</mml:mi><mml:mrow><mml:mi>n</mml:mi><mml:mo>,</mml:mo><mml:mn mathvariant="normal">1</mml:mn></mml:mrow></mml:msub><mml:mo>)</mml:mo></mml:mrow><mml:mrow><mml:mo>|</mml:mo><mml:mi mathvariant="normal">ℜ</mml:mi><mml:mo>(</mml:mo><mml:mi>A</mml:mi><mml:mo>)</mml:mo><mml:mo>|</mml:mo></mml:mrow></mml:mfrac></mml:mstyle></mml:mfenced><mml:mfrac><mml:mn mathvariant="normal">1</mml:mn><mml:mn mathvariant="normal">2</mml:mn></mml:mfrac></mml:msup><mml:msub><mml:mi>f</mml:mi><mml:mi>n</mml:mi></mml:msub><mml:mo>(</mml:mo><mml:mi>x</mml:mi><mml:mo>,</mml:mo><mml:mi>y</mml:mi><mml:mo>,</mml:mo><mml:mi>t</mml:mi><mml:mo>)</mml:mo><mml:mo>+</mml:mo><mml:mi>h</mml:mi><mml:mo>.</mml:mo><mml:mi>o</mml:mi><mml:mo>.</mml:mo><mml:mi>t</mml:mi><mml:mo>.</mml:mo><mml:mo>,</mml:mo></mml:mrow></mml:math></disp-formula>

        where h.o.t. denotes higher order terms, provided that the nondimensional parameter <inline-formula><mml:math id="M318" display="inline"><mml:mi>R</mml:mi></mml:math></inline-formula> is sufficiently close to <inline-formula><mml:math id="M319" display="inline"><mml:mrow><mml:msup><mml:mi>R</mml:mi><mml:mo>*</mml:mo></mml:msup></mml:mrow></mml:math></inline-formula>, i.e.,

              <disp-formula id="Ch1.Ex10"><mml:math id="M320" display="block"><mml:mrow><mml:mstyle displaystyle="true" class="stylechange"/><mml:mn mathvariant="normal">0</mml:mn><mml:mo>&lt;</mml:mo><mml:mstyle displaystyle="true"><mml:mfrac style="display"><mml:mrow><mml:mi>R</mml:mi><mml:mo>-</mml:mo><mml:msup><mml:mi>R</mml:mi><mml:mo>*</mml:mo></mml:msup></mml:mrow><mml:mrow><mml:msup><mml:mi>R</mml:mi><mml:mo>*</mml:mo></mml:msup></mml:mrow></mml:mfrac></mml:mstyle><mml:mo>≪</mml:mo><mml:mn mathvariant="normal">1</mml:mn><mml:mo>.</mml:mo></mml:mrow></mml:math></disp-formula></p>
      <p id="d1e9394">Using a higher-order approximation around the critical point on the extended central manifold, one can obtain a better manifold function that better approximates <inline-formula><mml:math id="M321" display="inline"><mml:mi mathvariant="italic">ψ</mml:mi></mml:math></inline-formula> for <inline-formula><mml:math id="M322" display="inline"><mml:mrow><mml:mi>R</mml:mi><mml:mo>&gt;</mml:mo><mml:msup><mml:mi>R</mml:mi><mml:mo>*</mml:mo></mml:msup></mml:mrow></mml:math></inline-formula>. Nonetheless, the smooth behaviors of the eigenvector at <inline-formula><mml:math id="M323" display="inline"><mml:mrow><mml:mi>R</mml:mi><mml:mo>=</mml:mo><mml:msup><mml:mi>R</mml:mi><mml:mo>*</mml:mo></mml:msup></mml:mrow></mml:math></inline-formula> for the supercritical Hopf bifurcation suffices to indicate that the structure of the solution at <inline-formula><mml:math id="M324" display="inline"><mml:mrow><mml:mi>R</mml:mi><mml:mo>=</mml:mo><mml:msup><mml:mi>R</mml:mi><mml:mo>*</mml:mo></mml:msup></mml:mrow></mml:math></inline-formula> can represent well the behavior of the new stable solution near <inline-formula><mml:math id="M325" display="inline"><mml:mrow><mml:mi>R</mml:mi><mml:mo>=</mml:mo><mml:msup><mml:mi>R</mml:mi><mml:mo>*</mml:mo></mml:msup></mml:mrow></mml:math></inline-formula> as dictated by the dynamical transition theorem in <xref ref-type="bibr" rid="bib1.bibx27" id="text.44"/>. Technically, either Hopf bifurcation or double Hopf bifurcation may appear, depending on the transition multiplicity at the critical value. This subtlety will introduce much more complex analysis of the bifurcation and transversal intersections of the parameter planes that we will not present herein.</p>
      <p id="d1e9468">While these higher-order derivations of the central manifold function require some technical details that are beyond the scope of this study, it is possible to approach the transition dynamics by numerically solving the eigenvalue problem (Eq. <xref ref-type="disp-formula" rid="Ch1.E18"/>). Specifically, we notice that the <inline-formula><mml:math id="M326" display="inline"><mml:mi>x</mml:mi></mml:math></inline-formula> dependence can be obtained by simply searching for the first unstable mode <inline-formula><mml:math id="M327" display="inline"><mml:mi>m</mml:mi></mml:math></inline-formula> as <inline-formula><mml:math id="M328" display="inline"><mml:mi>R</mml:mi></mml:math></inline-formula> approaches the critical value <inline-formula><mml:math id="M329" display="inline"><mml:mrow><mml:msup><mml:mi>R</mml:mi><mml:mo>*</mml:mo></mml:msup></mml:mrow></mml:math></inline-formula>. Using this numerical approach to find the critical value of <inline-formula><mml:math id="M330" display="inline"><mml:mrow><mml:msup><mml:mi>R</mml:mi><mml:mo>*</mml:mo></mml:msup></mml:mrow></mml:math></inline-formula>, the entire spectrum of eigenvectors associated with the potential new stable states after the dynamical transition can be found for each set of large-scale environmental parameters. We note again at this point that the exact mode <inline-formula><mml:math id="M331" display="inline"><mml:mi>m</mml:mi></mml:math></inline-formula> at which the eigenvector becomes first unstable is dependent on <inline-formula><mml:math id="M332" display="inline"><mml:mi>R</mml:mi></mml:math></inline-formula> as shown in Figs. <xref ref-type="fig" rid="Ch1.F2"/> and <xref ref-type="fig" rid="Ch1.F3"/>. The only constraint we can be certain of is that <inline-formula><mml:math id="M333" display="inline"><mml:mrow><mml:mo>|</mml:mo><mml:mi>m</mml:mi><mml:mo>|</mml:mo><mml:mo>&lt;</mml:mo><mml:mi>k</mml:mi></mml:mrow></mml:math></inline-formula>. Thus, a new stable mode for <inline-formula><mml:math id="M334" display="inline"><mml:mrow><mml:mi>R</mml:mi><mml:mo>&gt;</mml:mo><mml:msup><mml:mi>R</mml:mi><mml:mo>*</mml:mo></mml:msup></mml:mrow></mml:math></inline-formula> emerged under the case of the supercritical Hopf bifurcation could inherit all structure of a zonal mode <inline-formula><mml:math id="M335" display="inline"><mml:mrow><mml:mo>|</mml:mo><mml:mi>m</mml:mi><mml:mo>|</mml:mo><mml:mo>&lt;</mml:mo><mml:mi>k</mml:mi></mml:mrow></mml:math></inline-formula> at <inline-formula><mml:math id="M336" display="inline"><mml:mrow><mml:mi>R</mml:mi><mml:mo>=</mml:mo><mml:msup><mml:mi>R</mml:mi><mml:mo>*</mml:mo></mml:msup></mml:mrow></mml:math></inline-formula>. This numerical approach is powerful, as it allows one to search for not only the critical parameter <inline-formula><mml:math id="M337" display="inline"><mml:mrow><mml:msup><mml:mi>R</mml:mi><mml:mo>*</mml:mo></mml:msup></mml:mrow></mml:math></inline-formula> at which the PES conditions are ensured, but also the structure of new stable states for any value of <inline-formula><mml:math id="M338" display="inline"><mml:mrow><mml:mi>R</mml:mi><mml:mo>&gt;</mml:mo><mml:msup><mml:mi>R</mml:mi><mml:mo>*</mml:mo></mml:msup></mml:mrow></mml:math></inline-formula> after the bifurcation point.</p>
      <?pagebreak page8392?><p id="d1e9624">To illustrate the results from this numerical approach, we consider the following set of the large-scale environmental conditions in the typical tropical region:

              <disp-formula id="Ch1.Ex11"><mml:math id="M339" display="block"><mml:mrow><mml:mstyle class="stylechange" displaystyle="true"/><mml:mtable class="split" rowspacing="0.2ex" columnspacing="1em" displaystyle="true" columnalign="right left"><mml:mtr><mml:mtd/><mml:mtd><mml:mrow><mml:msub><mml:mi>L</mml:mi><mml:mi>y</mml:mi></mml:msub><mml:mo>∼</mml:mo><mml:mn mathvariant="normal">1000</mml:mn><mml:mspace width="0.125em" linebreak="nobreak"/><mml:mtext>km</mml:mtext><mml:mo>,</mml:mo><mml:mspace linebreak="nobreak" width="1em"/><mml:msub><mml:mi>U</mml:mi><mml:mn mathvariant="normal">0</mml:mn></mml:msub><mml:mo>∼</mml:mo><mml:mn mathvariant="normal">10</mml:mn><mml:mspace width="0.125em" linebreak="nobreak"/><mml:msup><mml:mrow class="unit"><mml:mi mathvariant="normal">m</mml:mi><mml:mspace linebreak="nobreak" width="0.25em"/><mml:mi mathvariant="normal">s</mml:mi></mml:mrow><mml:mrow><mml:mo>-</mml:mo><mml:mn mathvariant="normal">1</mml:mn></mml:mrow></mml:msup><mml:mo>,</mml:mo><mml:mspace width="1em" linebreak="nobreak"/><mml:mi mathvariant="italic">α</mml:mi><mml:mo>∼</mml:mo><mml:msup><mml:mn mathvariant="normal">10</mml:mn><mml:mrow><mml:mo>-</mml:mo><mml:mn mathvariant="normal">6</mml:mn></mml:mrow></mml:msup><mml:mspace width="0.125em" linebreak="nobreak"/><mml:msup><mml:mrow class="unit"><mml:mi mathvariant="normal">s</mml:mi></mml:mrow><mml:mrow><mml:mo>-</mml:mo><mml:mn mathvariant="normal">1</mml:mn></mml:mrow></mml:msup><mml:mo>,</mml:mo></mml:mrow></mml:mtd></mml:mtr><mml:mtr><mml:mtd/><mml:mtd><mml:mrow><mml:mi mathvariant="italic">β</mml:mi><mml:mo>∼</mml:mo><mml:msup><mml:mn mathvariant="normal">10</mml:mn><mml:mrow><mml:mo>-</mml:mo><mml:mn mathvariant="normal">11</mml:mn></mml:mrow></mml:msup><mml:mspace width="0.125em" linebreak="nobreak"/><mml:msup><mml:mrow class="unit"><mml:mi mathvariant="normal">m</mml:mi></mml:mrow><mml:mrow><mml:mo>-</mml:mo><mml:mn mathvariant="normal">1</mml:mn></mml:mrow></mml:msup><mml:mspace linebreak="nobreak" width="0.125em"/><mml:msup><mml:mrow class="unit"><mml:mi mathvariant="normal">s</mml:mi></mml:mrow><mml:mrow><mml:mo>-</mml:mo><mml:mn mathvariant="normal">1</mml:mn></mml:mrow></mml:msup><mml:mo>,</mml:mo><mml:mspace linebreak="nobreak" width="1em"/><mml:mi mathvariant="italic">ν</mml:mi><mml:mo>=</mml:mo><mml:mn mathvariant="normal">1000</mml:mn><mml:mspace width="0.125em" linebreak="nobreak"/><mml:msup><mml:mrow class="unit"><mml:mi mathvariant="normal">m</mml:mi></mml:mrow><mml:mn mathvariant="normal">2</mml:mn></mml:msup><mml:mspace width="0.125em" linebreak="nobreak"/><mml:msup><mml:mrow class="unit"><mml:mi mathvariant="normal">s</mml:mi></mml:mrow><mml:mrow><mml:mo>-</mml:mo><mml:mn mathvariant="normal">1</mml:mn></mml:mrow></mml:msup><mml:mo>,</mml:mo></mml:mrow></mml:mtd></mml:mtr></mml:mtable></mml:mrow></mml:math></disp-formula>

        which result in a Rossby number <inline-formula><mml:math id="M340" display="inline"><mml:mrow><mml:mi mathvariant="italic">ϵ</mml:mi><mml:mo>≈</mml:mo><mml:mn mathvariant="normal">0.5</mml:mn></mml:mrow></mml:math></inline-formula> and an Ekman number <inline-formula><mml:math id="M341" display="inline"><mml:mrow><mml:mi>E</mml:mi><mml:mo>≈</mml:mo><mml:mn mathvariant="normal">0.05</mml:mn></mml:mrow></mml:math></inline-formula>. With the further use of Eq. (<xref ref-type="disp-formula" rid="Ch1.E4"/>) for the steady state and noting that <inline-formula><mml:math id="M342" display="inline"><mml:mrow><mml:msub><mml:mi>U</mml:mi><mml:mn mathvariant="normal">0</mml:mn></mml:msub><mml:mo>=</mml:mo><mml:mo>∂</mml:mo><mml:msub><mml:mi mathvariant="italic">ψ</mml:mi><mml:mi>S</mml:mi></mml:msub><mml:mo>/</mml:mo><mml:mo>∂</mml:mo><mml:mi>y</mml:mi></mml:mrow></mml:math></inline-formula>, one then obtains an estimation for the forcing amplitude <inline-formula><mml:math id="M343" display="inline"><mml:mrow><mml:mi mathvariant="italic">γ</mml:mi><mml:mo>≈</mml:mo><mml:mn mathvariant="normal">7</mml:mn><mml:mo>×</mml:mo><mml:msup><mml:mn mathvariant="normal">10</mml:mn><mml:mrow><mml:mo>-</mml:mo><mml:mn mathvariant="normal">10</mml:mn></mml:mrow></mml:msup><mml:msup><mml:mi>s</mml:mi><mml:mrow><mml:mo>-</mml:mo><mml:mn mathvariant="normal">2</mml:mn></mml:mrow></mml:msup></mml:mrow></mml:math></inline-formula>. From the definition of the nondimensional number <inline-formula><mml:math id="M344" display="inline"><mml:mi>R</mml:mi></mml:math></inline-formula>, we then get <inline-formula><mml:math id="M345" display="inline"><mml:mrow><mml:mi>R</mml:mi><mml:mo>≈</mml:mo><mml:mn mathvariant="normal">4.8</mml:mn></mml:mrow></mml:math></inline-formula>, which is above the critical value <inline-formula><mml:math id="M346" display="inline"><mml:mrow><mml:msup><mml:mi>R</mml:mi><mml:mo>*</mml:mo></mml:msup><mml:mo>≈</mml:mo><mml:mn mathvariant="normal">4</mml:mn></mml:mrow></mml:math></inline-formula> for <inline-formula><mml:math id="M347" display="inline"><mml:mrow><mml:mi>m</mml:mi><mml:mo>=</mml:mo><mml:mn mathvariant="normal">9</mml:mn></mml:mrow></mml:math></inline-formula> as shown in Fig. <xref ref-type="fig" rid="Ch1.F2"/>. Thus, the PES conditions are satisfied, and a new stable structure must emerge after the dynamical transition as a consequence of the supercritical Hopf bifurcation. As such, the eigenvalue problem (Eq. <xref ref-type="disp-formula" rid="Ch1.E17"/>) can be solved for the first eigenvector and its dual eigenvector, given the value <inline-formula><mml:math id="M348" display="inline"><mml:mrow><mml:mi>R</mml:mi><mml:mo>=</mml:mo><mml:mn mathvariant="normal">4.8</mml:mn></mml:mrow></mml:math></inline-formula>. Note that this estimation of <inline-formula><mml:math id="M349" display="inline"><mml:mi>R</mml:mi></mml:math></inline-formula> is most sensitive to the strength of the shear flow <inline-formula><mml:math id="M350" display="inline"><mml:mrow><mml:msub><mml:mi>U</mml:mi><mml:mn mathvariant="normal">0</mml:mn></mml:msub></mml:mrow></mml:math></inline-formula>, the beta effect <inline-formula><mml:math id="M351" display="inline"><mml:mi mathvariant="italic">β</mml:mi></mml:math></inline-formula>, and the scale <inline-formula><mml:math id="M352" display="inline"><mml:mrow><mml:msub><mml:mi>L</mml:mi><mml:mi>y</mml:mi></mml:msub></mml:mrow></mml:math></inline-formula> but not on the diffusion coefficient <inline-formula><mml:math id="M353" display="inline"><mml:mi mathvariant="italic">ν</mml:mi></mml:math></inline-formula>. To some extent, this insensitivity of the dynamical transition on the diffusion is expected, because the large-scale eddy diffusion process is often negligible.</p>
      <p id="d1e9960">For this numerical method, we use a Legendre–Galerkin method where the unknown fields are expanded using a basis of <inline-formula><mml:math id="M354" display="inline"><mml:mi>N</mml:mi></mml:math></inline-formula> polynomials, which are compact-combinations of the Legendre polynomials satisfying the four boundary conditions (Eq. <xref ref-type="disp-formula" rid="Ch1.E17"/>; see <xref ref-type="bibr" rid="bib1.bibx40" id="altparen.45"/>, for the details of this numerical method). For the convergence of the numerical scheme, <inline-formula><mml:math id="M355" display="inline"><mml:mrow><mml:mi>N</mml:mi><mml:mo>=</mml:mo><mml:mn mathvariant="normal">100</mml:mn></mml:mrow></mml:math></inline-formula> is sufficient. Once the eigenvector problem is solved, a further approximation on the central manifold can be applied so that the stability of new stable states can be examined around the critical point on the central manifold.</p>
      <p id="d1e9987">Figure <xref ref-type="fig" rid="Ch1.F4"/> shows a new state as a result of the dynamical transition for <inline-formula><mml:math id="M356" display="inline"><mml:mrow><mml:mi>R</mml:mi><mml:mo>&gt;</mml:mo><mml:msup><mml:mi>R</mml:mi><mml:mo>*</mml:mo></mml:msup></mml:mrow></mml:math></inline-formula> under the supercritical Hopf bifurcation case that is obtained from the numerical procedures described above. Among several significant features of this numerical solution, the most noteworthy one is that the new state possesses a large-scale structure consistent with the ITCZ breakdown as observed in the idealized simulations by  <xref ref-type="bibr" rid="bib1.bibx12" id="text.46"/>. Specifically, the tropical channel contains 10 large-scale disturbances; each has the horizontal scale of about 5000 km and could serve as embryos for the subsequent TC formation. Furthermore, the disturbances in this new state move to the left with a period of <inline-formula><mml:math id="M357" display="inline"><mml:mrow><mml:mi>T</mml:mi><mml:mo>∼</mml:mo><mml:mn mathvariant="normal">3.2116</mml:mn></mml:mrow></mml:math></inline-formula> (i.e., <inline-formula><mml:math id="M358" display="inline"><mml:mrow><mml:mi>T</mml:mi><mml:mo>≈</mml:mo><mml:mn mathvariant="normal">4</mml:mn></mml:mrow></mml:math></inline-formula> d in the physical dimensional unit) as a result of the nonzero imaginary part of the eigenvalues. For different domain configurations such as different planets or future climates with different tropical width, the unstable structure and/or wave speed may be different, and so the maximum number of the TC-favorable disturbances will change as well.</p>

      <fig id="Ch1.F4" specific-use="star"><?xmltex \currentcnt{4}?><label>Figure 4</label><caption><p id="d1e10035">Illustration of the streamfunction <inline-formula><mml:math id="M359" display="inline"><mml:mi mathvariant="italic">ψ</mml:mi></mml:math></inline-formula> for the new periodic state on the central manifold near the critical point <inline-formula><mml:math id="M360" display="inline"><mml:mrow><mml:msup><mml:mi>R</mml:mi><mml:mo>*</mml:mo></mml:msup></mml:mrow></mml:math></inline-formula> after the dynamical transition, assuming <inline-formula><mml:math id="M361" display="inline"><mml:mrow><mml:mi mathvariant="italic">ϵ</mml:mi><mml:mo>=</mml:mo><mml:mn mathvariant="normal">0.3</mml:mn></mml:mrow></mml:math></inline-formula>, <inline-formula><mml:math id="M362" display="inline"><mml:mrow><mml:mi>E</mml:mi><mml:mo>=</mml:mo><mml:mn mathvariant="normal">0.05</mml:mn></mml:mrow></mml:math></inline-formula>, and <inline-formula><mml:math id="M363" display="inline"><mml:mrow><mml:mi>R</mml:mi><mml:mo>=</mml:mo><mml:mn mathvariant="normal">3.8717</mml:mn><mml:mo>&gt;</mml:mo><mml:msup><mml:mi>R</mml:mi><mml:mo>*</mml:mo></mml:msup><mml:mo>=</mml:mo><mml:mn mathvariant="normal">3.8517</mml:mn></mml:mrow></mml:math></inline-formula>. The nondimensional period is <inline-formula><mml:math id="M364" display="inline"><mml:mrow><mml:mi>T</mml:mi><mml:mo>=</mml:mo><mml:mn mathvariant="normal">2.776</mml:mn></mml:mrow></mml:math></inline-formula>, which corresponds to a physical period of <inline-formula><mml:math id="M365" display="inline"><mml:mrow><mml:mo>∼</mml:mo><mml:mn mathvariant="normal">3.213</mml:mn></mml:mrow></mml:math></inline-formula> d. Superimposed are corresponding vector flows derived from the streamfunction.</p></caption>
        <?xmltex \igopts{width=398.338583pt}?><graphic xlink:href="https://acp.copernicus.org/articles/19/8383/2019/acp-19-8383-2019-f04.png"/>

      </fig>

      <p id="d1e10132">That these large-scale structure of disturbances move to the left with a timescale of <inline-formula><mml:math id="M366" display="inline"><mml:mrow><mml:mo>∼</mml:mo><mml:mn mathvariant="normal">4</mml:mn></mml:mrow></mml:math></inline-formula> d as a consequence of the dynamical transition shown above is interesting, because these westward-moving disturbances are to some extent similar to easterly waves in the real atmosphere. While it is entirely possible that these easterly waves are a mode of the equatorial mixed-Rossby waves, it should be noted that the numerical procedure of finding new stable modes on the central manifold presented in this study does not allow us to separate different modes of easterly waves. As such, these easterly waves could be a combination of different modes of westward-moving Rossby waves and mixed-gravity waves that we may not be able to separate. In any case, the easterly waves that are often associated with TC genesis can be now seen as a natural consequence of the dynamical transition, even for barotropic flows. Such a consistency between the observed and theoretical estimation of the large-scale modes in the tropical region suggests that the barotropic instability and its inherent nonlinear dynamics can account for the preconditioning environment for TC genesis.</p>
      <p id="d1e10145">As a final remark, the large-scale structure shown in Fig. <xref ref-type="fig" rid="Ch1.F4"/> does not itself impose that the disturbances have to grow and turn into TCs. Instead, these structures are simply new stable periodic solutions associated with the supercritical Hopf bifurcation after the dynamical transition occurs. That is, for <inline-formula><mml:math id="M367" display="inline"><mml:mrow><mml:mi>R</mml:mi><mml:mo>&lt;</mml:mo><mml:msup><mml:mi>R</mml:mi><mml:mo>*</mml:mo></mml:msup></mml:mrow></mml:math></inline-formula>, the stable structure is the steady state as given in Fig. 2, whereas the new stable structure shown in Fig. <xref ref-type="fig" rid="Ch1.F4"/> will emerge after <inline-formula><mml:math id="M368" display="inline"><mml:mrow><mml:mi>R</mml:mi><mml:mo>&gt;</mml:mo><mml:msup><mml:mi>R</mml:mi><mml:mo>*</mml:mo></mml:msup></mml:mrow></mml:math></inline-formula>. As soon as these stable structures emerge, subsequent dynamic-thermodynamic feedback may be triggered and result in further growth of the disturbances within each wave. For a larger value of <inline-formula><mml:math id="M369" display="inline"><mml:mi>R</mml:mi></mml:math></inline-formula>, the stability of the periodic state may no longer be ensured, because the central manifold function must be reevaluated and a new structure may arise. The subsequent intensification of any tropical disturbances as a result of the new unstable structure would require additional detailed physics that are, however, not the focus of this work and so will not be discussed hereinafter. In this regard, the new stable periodic state shown in Fig. <xref ref-type="fig" rid="Ch1.F4"/> can serve only as a preconditioning environment for incipient disturbances to grow.</p>
</sec>
<sec id="Ch1.S5" sec-type="conclusions">
  <label>5</label><title>Conclusions</title>
      <p id="d1e10201">In this study, we examined the dynamical mechanisms underlying the large-scale formation of tropical cyclones (TCs) using a barotropic model for the intertropical convergence zone (ITCZ). Assuming a forcing function that mimics the mass sink/source in the ITCZ, it was shown that the large-scale steady flow (i.e., the critical point or equilibrium) in the ITCZ model  loses its stability for a bounded range of the wavenumber <inline-formula><mml:math id="M370" display="inline"><mml:mrow><mml:mo>|</mml:mo><mml:mi>m</mml:mi><mml:mo>|</mml:mo><mml:mo>&lt;</mml:mo><mml:mi>k</mml:mi></mml:mrow></mml:math></inline-formula> if large-scale environmental conditions including the magnitude of the mean flow, the Ekman number, and the Rossby number satisfy certain constraints. That the number of the unstable modes in the tropical region is upper bounded is a very significant result, because it could offer an explanation for a fundamental question of why the Earth's tropical atmosphere can support a limited number of TCs globally each year.</p>
      <?pagebreak page8393?><p id="d1e10220">Using the principle of exchange of stabilities condition for the ITCZ model, we found that the ITCZ model undergoes a bifurcation with associated dynamical transition at the critical point, which helps determine the maximum number of TC disturbances that the Earth's atmosphere can generate.
Specifically, a theoretical estimation of the largest zonal wavenumber <inline-formula><mml:math id="M371" display="inline"><mml:mi>k</mml:mi></mml:math></inline-formula> that can allow an unstable structure as a result of the ITCZ breakdown is <inline-formula><mml:math id="M372" display="inline"><mml:mrow><mml:mi>k</mml:mi><mml:mo>=</mml:mo><mml:mn mathvariant="normal">12</mml:mn></mml:mrow></mml:math></inline-formula>, assuming the typical scales of the Earth's tropical channel in which the zonal scale of the tropical channel is about an order of magnitude larger than the width of the channel. Such a dynamical constraint on the maximum number of TC disturbances is remarkable, as it suggest an intrinsic large-scale mechanism that controls the climatology of the TC numbers beyond the basin-specific features as recently noted in <xref ref-type="bibr" rid="bib1.bibx35" id="text.47"/>. Of interest is that this constraint on the largest wavenumber of the unstable eigenmodes imposes not only an upper limit on the number of TC disturbances in the tropical region, but also a lower bound on the size of TC disturbances. This lower bound on the size of the tropical disturbances may help explain why TCs cannot be arbitrarily small but must be larger than a certain limit in the tropical region.</p>
      <p id="d1e10245">To verify our theoretical analyses, a numerical method is used to search for the new structure on the central manifold of the ITCZ model as the model parameter <inline-formula><mml:math id="M373" display="inline"><mml:mi>R</mml:mi></mml:math></inline-formula> is larger than a critical value <inline-formula><mml:math id="M374" display="inline"><mml:mrow><mml:msup><mml:mi>R</mml:mi><mml:mo>*</mml:mo></mml:msup></mml:mrow></mml:math></inline-formula>. Here, the key parameter <inline-formula><mml:math id="M375" display="inline"><mml:mi>R</mml:mi></mml:math></inline-formula> controlling the bifurcation in our ITCZ model is given by

              <disp-formula id="Ch1.Ex12"><mml:math id="M376" display="block"><mml:mrow><mml:mstyle class="stylechange" displaystyle="true"/><mml:mi>R</mml:mi><mml:mo>=</mml:mo><mml:mstyle displaystyle="true"><mml:mfrac style="display"><mml:mrow><mml:mi mathvariant="italic">γ</mml:mi><mml:mi mathvariant="italic">ϵ</mml:mi><mml:mi mathvariant="italic">π</mml:mi></mml:mrow><mml:mrow><mml:mi>E</mml:mi><mml:msup><mml:mi mathvariant="italic">π</mml:mi><mml:mn mathvariant="normal">4</mml:mn></mml:msup><mml:mo>+</mml:mo><mml:mi>A</mml:mi><mml:msup><mml:mi mathvariant="italic">π</mml:mi><mml:mn mathvariant="normal">2</mml:mn></mml:msup></mml:mrow></mml:mfrac></mml:mstyle><mml:mo>,</mml:mo></mml:mrow></mml:math></disp-formula>

        where <inline-formula><mml:math id="M377" display="inline"><mml:mi mathvariant="italic">γ</mml:mi></mml:math></inline-formula> is a parameter measuring the strength of the ITCZ mass sink/source, <inline-formula><mml:math id="M378" display="inline"><mml:mi>A</mml:mi></mml:math></inline-formula> is the parameter measuring the effect of surface drag, <inline-formula><mml:math id="M379" display="inline"><mml:mi mathvariant="italic">ϵ</mml:mi></mml:math></inline-formula> is a parameter measuring the mean zonal flow, and <inline-formula><mml:math id="M380" display="inline"><mml:mi>E</mml:mi></mml:math></inline-formula> is the Ekman number representing the eddy viscosity. Our numerical results confirmed that for <inline-formula><mml:math id="M381" display="inline"><mml:mrow><mml:mi>R</mml:mi><mml:mo>&gt;</mml:mo><mml:msup><mml:mi>R</mml:mi><mml:mo>*</mml:mo></mml:msup></mml:mrow></mml:math></inline-formula>, a new large-scale state emerges as a result of the supercritical Hopf bifurcation whose structure depends on the value <inline-formula><mml:math id="M382" display="inline"><mml:mi>R</mml:mi></mml:math></inline-formula>. For <inline-formula><mml:math id="M383" display="inline"><mml:mi>R</mml:mi></mml:math></inline-formula> sufficiently close to the critical value <inline-formula><mml:math id="M384" display="inline"><mml:mrow><mml:msup><mml:mi>R</mml:mi><mml:mo>*</mml:mo></mml:msup></mml:mrow></mml:math></inline-formula>, the new periodic state possesses a type of wave motion with two groups of symmetric disturbances across the Equator. These new stable periodic solutions describe a type of westward-moving disturbances within the ITCZ, very similar to the classical easterly waves in the tropical region. These findings obtained from the ITCZ breakdown model in this study thus provide new insights into the formation of TC disturbances in the Earth's tropical atmosphere, as well as a rigorous mathematical proof for the bounded number of TCs at the global scale.</p>
</sec>

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

      <p id="d1e10386">For this work, there are no research data, as this work is solely made up of theoretical analyses. All details are presented in this paper.</p>
  </notes><?xmltex \hack{\clearpage}?><app-group>

<?pagebreak page8394?><app id="App1.Ch1.S1">
  <?xmltex \currentcnt{A}?><label>Appendix A</label><title>Principle of exchange of stabilities</title>
      <p id="d1e10400">The principle of exchange of stabilities (PES) for a dynamical system basically refers to a critical condition for which the eigenvalues of the linear operator first cross a prescribed value. More precisely, the PES can be precisely stated as follows.</p>
      <p id="d1e10403">Let <inline-formula><mml:math id="M385" display="inline"><mml:mrow><mml:msub><mml:mi mathvariant="bold">L</mml:mi><mml:mi mathvariant="italic">λ</mml:mi></mml:msub></mml:mrow></mml:math></inline-formula> and <inline-formula><mml:math id="M386" display="inline"><mml:mi mathvariant="bold">G</mml:mi></mml:math></inline-formula> represent the linear and nonlinear parts of a dynamical system in the abstract form:
          <disp-formula id="App1.Ch1.S1.E40" content-type="numbered"><label>A1</label><mml:math id="M387" display="block"><mml:mrow><mml:mstyle displaystyle="true"><mml:mfrac style="display"><mml:mrow><mml:mi>d</mml:mi><mml:mi mathvariant="bold">u</mml:mi></mml:mrow><mml:mrow><mml:mi mathvariant="normal">d</mml:mi><mml:mi>t</mml:mi></mml:mrow></mml:mfrac></mml:mstyle><mml:mo>=</mml:mo><mml:msub><mml:mi mathvariant="bold">L</mml:mi><mml:mi mathvariant="italic">λ</mml:mi></mml:msub><mml:mo>(</mml:mo><mml:mi mathvariant="bold">u</mml:mi><mml:mo>)</mml:mo><mml:mo>+</mml:mo><mml:mi mathvariant="bold">G</mml:mi><mml:mo>(</mml:mo><mml:mi mathvariant="bold">u</mml:mi><mml:mo>,</mml:mo><mml:mi mathvariant="italic">λ</mml:mi><mml:mo>)</mml:mo><mml:mo>,</mml:mo></mml:mrow></mml:math></disp-formula>
        where <inline-formula><mml:math id="M388" display="inline"><mml:mrow><mml:mi mathvariant="italic">λ</mml:mi><mml:mo>∈</mml:mo><mml:mi mathvariant="double-struck">R</mml:mi></mml:mrow></mml:math></inline-formula> is the model parameter, and <inline-formula><mml:math id="M389" display="inline"><mml:mrow><mml:mi mathvariant="bold">u</mml:mi><mml:mo>∈</mml:mo><mml:msup><mml:mi mathvariant="double-struck">R</mml:mi><mml:mi>n</mml:mi></mml:msup></mml:mrow></mml:math></inline-formula> represents the state of the system. By definition, <inline-formula><mml:math id="M390" display="inline"><mml:mrow><mml:msub><mml:mi mathvariant="bold">L</mml:mi><mml:mi mathvariant="italic">λ</mml:mi></mml:msub></mml:mrow></mml:math></inline-formula> is a parameterized linear operator that depends continuously on <inline-formula><mml:math id="M391" display="inline"><mml:mi mathvariant="italic">λ</mml:mi></mml:math></inline-formula>. Consider the eigenvalue equation given by
          <disp-formula id="App1.Ch1.S1.E41" content-type="numbered"><label>A2</label><mml:math id="M392" display="block"><mml:mrow><mml:msub><mml:mi mathvariant="bold">L</mml:mi><mml:mi mathvariant="italic">λ</mml:mi></mml:msub><mml:mi mathvariant="bold-italic">e</mml:mi><mml:mo>=</mml:mo><mml:mi mathvariant="italic">β</mml:mi><mml:mo>(</mml:mo><mml:mi mathvariant="italic">λ</mml:mi><mml:mo>)</mml:mo><mml:mi mathvariant="bold">e</mml:mi><mml:mo>,</mml:mo></mml:mrow></mml:math></disp-formula>
        where <inline-formula><mml:math id="M393" display="inline"><mml:mi mathvariant="bold-italic">e</mml:mi></mml:math></inline-formula> is eigenvector, and <inline-formula><mml:math id="M394" display="inline"><mml:mrow><mml:mi mathvariant="italic">β</mml:mi><mml:mo>(</mml:mo><mml:mi mathvariant="italic">λ</mml:mi><mml:mo>)</mml:mo><mml:mo>∈</mml:mo><mml:mi mathvariant="double-struck">C</mml:mi></mml:mrow></mml:math></inline-formula> the eigenvalue. Let <inline-formula><mml:math id="M395" display="inline"><mml:mrow><mml:msub><mml:mi mathvariant="italic">β</mml:mi><mml:mi>j</mml:mi></mml:msub><mml:mo>(</mml:mo><mml:mi mathvariant="italic">λ</mml:mi><mml:mo>)</mml:mo><mml:mo>∈</mml:mo><mml:mi mathvariant="double-struck">C</mml:mi><mml:mo>|</mml:mo><mml:mi>j</mml:mi><mml:mo>∈</mml:mo><mml:mi mathvariant="double-struck">N</mml:mi></mml:mrow></mml:math></inline-formula> be the eigenvalues (counting multiplicity) of <inline-formula><mml:math id="M396" display="inline"><mml:mrow><mml:msub><mml:mi mathvariant="bold">L</mml:mi><mml:mi mathvariant="italic">λ</mml:mi></mml:msub></mml:mrow></mml:math></inline-formula>. If we have
          <disp-formula id="App1.Ch1.S1.E42" content-type="numbered"><label>A3</label><mml:math id="M397" display="block"><mml:mfenced open="{" close=""><mml:mtable columnspacing="1em" rowspacing="0.2ex" class="cases" columnalign="left" framespacing="0em"><mml:mtr><mml:mtd><mml:mrow><mml:mi mathvariant="normal">ℜ</mml:mi><mml:mo>[</mml:mo><mml:msub><mml:mi mathvariant="italic">β</mml:mi><mml:mi>j</mml:mi></mml:msub><mml:mo>(</mml:mo><mml:mi mathvariant="italic">λ</mml:mi><mml:mo>)</mml:mo><mml:mo>]</mml:mo><mml:mfenced open="{" close=""><mml:mtable columnspacing="1em" rowspacing="0.2ex" class="cases" columnalign="left left" framespacing="0em"><mml:mtr><mml:mtd><mml:mrow><mml:mo>&lt;</mml:mo><mml:mn mathvariant="normal">0</mml:mn></mml:mrow></mml:mtd><mml:mtd><mml:mrow><mml:mtext> if </mml:mtext><mml:mi mathvariant="italic">λ</mml:mi><mml:mo>&lt;</mml:mo><mml:msub><mml:mi mathvariant="italic">λ</mml:mi><mml:mn mathvariant="normal">0</mml:mn></mml:msub><mml:mo>,</mml:mo></mml:mrow></mml:mtd></mml:mtr><mml:mtr><mml:mtd><mml:mrow><mml:mo>=</mml:mo><mml:mn mathvariant="normal">0</mml:mn></mml:mrow></mml:mtd><mml:mtd><mml:mrow><mml:mtext> if </mml:mtext><mml:mi mathvariant="italic">λ</mml:mi><mml:mo>=</mml:mo><mml:msub><mml:mi mathvariant="italic">λ</mml:mi><mml:mn mathvariant="normal">0</mml:mn></mml:msub><mml:mo>,</mml:mo><mml:mspace linebreak="nobreak" width="0.25em"/><mml:mo>∀</mml:mo><mml:mn mathvariant="normal">1</mml:mn><mml:mo>≤</mml:mo><mml:mi>i</mml:mi><mml:mo>≤</mml:mo><mml:mi>m</mml:mi></mml:mrow></mml:mtd></mml:mtr><mml:mtr><mml:mtd><mml:mrow><mml:mo>&gt;</mml:mo><mml:mn mathvariant="normal">0</mml:mn></mml:mrow></mml:mtd><mml:mtd><mml:mrow><mml:mtext> if </mml:mtext><mml:mi mathvariant="italic">λ</mml:mi><mml:mo>&lt;</mml:mo><mml:msub><mml:mi mathvariant="italic">λ</mml:mi><mml:mn mathvariant="normal">0</mml:mn></mml:msub><mml:mo>,</mml:mo></mml:mrow></mml:mtd></mml:mtr></mml:mtable></mml:mfenced><mml:mo>,</mml:mo></mml:mrow></mml:mtd></mml:mtr><mml:mtr><mml:mtd><mml:mrow><mml:mi mathvariant="normal">ℜ</mml:mi><mml:mo>[</mml:mo><mml:msub><mml:mi mathvariant="italic">β</mml:mi><mml:mi>j</mml:mi></mml:msub><mml:mo>(</mml:mo><mml:msub><mml:mi mathvariant="italic">λ</mml:mi><mml:mn mathvariant="normal">0</mml:mn></mml:msub><mml:mo>)</mml:mo><mml:mo>]</mml:mo><mml:mo>&lt;</mml:mo><mml:mn mathvariant="normal">0</mml:mn><mml:mo>,</mml:mo><mml:mspace linebreak="nobreak" width="0.25em"/><mml:mo>∀</mml:mo><mml:mi>j</mml:mi><mml:mo>≥</mml:mo><mml:mi>m</mml:mi><mml:mo>+</mml:mo><mml:mn mathvariant="normal">1</mml:mn><mml:mo>,</mml:mo></mml:mrow></mml:mtd></mml:mtr></mml:mtable></mml:mfenced></mml:math></disp-formula>
        then the system is said to satisfy the PES condition at <inline-formula><mml:math id="M398" display="inline"><mml:mrow><mml:msub><mml:mi mathvariant="italic">λ</mml:mi><mml:mn mathvariant="normal">0</mml:mn></mml:msub></mml:mrow></mml:math></inline-formula>, which signifies a bifurcation of the system from one state to another. For dissipative systems, the PES condition has a much more powerful implication than a simple bifurcation, as it ensures a dynamical transition that can be completely categorized by three different types of transition including the continuous transition, the catastrophic transition, and the random transition. See <xref ref-type="bibr" rid="bib1.bibx27" id="text.48"/> for more details of the PES conditions for nonlinear systems.</p>
</app>

<app id="App1.Ch1.S2">
  <?xmltex \currentcnt{B}?><label>Appendix B</label><?xmltex \opttitle{Existence of the critical number $R^{*}$}?><title>Existence of the critical number <inline-formula><mml:math id="M399" display="inline"><mml:mrow><mml:msup><mml:mi>R</mml:mi><mml:mo>*</mml:mo></mml:msup></mml:mrow></mml:math></inline-formula></title>
      <?pagebreak page8395?><p id="d1e10800">For <inline-formula><mml:math id="M400" display="inline"><mml:mrow><mml:mstyle displaystyle="false"><mml:mfrac style="text"><mml:msqrt><mml:mn mathvariant="normal">3</mml:mn></mml:msqrt><mml:mrow><mml:mn mathvariant="normal">2</mml:mn><mml:mi>k</mml:mi><mml:mo>+</mml:mo><mml:mn mathvariant="normal">2</mml:mn></mml:mrow></mml:mfrac></mml:mstyle><mml:mo>≤</mml:mo><mml:mi>a</mml:mi><mml:mo>&lt;</mml:mo><mml:mstyle displaystyle="false"><mml:mfrac style="text"><mml:msqrt><mml:mn mathvariant="normal">3</mml:mn></mml:msqrt><mml:mrow><mml:mn mathvariant="normal">2</mml:mn><mml:mi>k</mml:mi></mml:mrow></mml:mfrac></mml:mstyle></mml:mrow></mml:math></inline-formula> and <inline-formula><mml:math id="M401" display="inline"><mml:mrow><mml:mn mathvariant="normal">1</mml:mn><mml:mo>≤</mml:mo><mml:mi>m</mml:mi><mml:mo>≤</mml:mo><mml:mi>k</mml:mi><mml:mspace width="0.25em" linebreak="nobreak"/><mml:mo>(</mml:mo><mml:mi>k</mml:mi><mml:mo>=</mml:mo><mml:mn mathvariant="normal">1</mml:mn><mml:mo>,</mml:mo><mml:mn mathvariant="normal">2</mml:mn><mml:mo>,</mml:mo><mml:mi mathvariant="normal">⋯</mml:mi><mml:mo>)</mml:mo></mml:mrow></mml:math></inline-formula>, it is easy to see from Eq. (<xref ref-type="disp-formula" rid="Ch1.E34"/>) that we must have

              <disp-formula id="App1.Ch1.S2.Ex1"><mml:math id="M402" display="block"><mml:mrow><mml:mstyle class="stylechange" displaystyle="true"/><mml:msub><mml:mi mathvariant="italic">ϕ</mml:mi><mml:mrow><mml:mi>m</mml:mi><mml:mo>,</mml:mo><mml:mn mathvariant="normal">0</mml:mn></mml:mrow></mml:msub><mml:mo>≠</mml:mo><mml:mn mathvariant="normal">0</mml:mn><mml:mo>,</mml:mo></mml:mrow></mml:math></disp-formula>

        because otherwise we will have <inline-formula><mml:math id="M403" display="inline"><mml:mrow><mml:msub><mml:mi mathvariant="italic">ϕ</mml:mi><mml:mrow><mml:mi>m</mml:mi><mml:mo>,</mml:mo><mml:mi>n</mml:mi></mml:mrow></mml:msub><mml:mo>=</mml:mo><mml:mn mathvariant="normal">0</mml:mn><mml:mo>,</mml:mo><mml:mi>n</mml:mi><mml:mo>≥</mml:mo><mml:mn mathvariant="normal">0</mml:mn></mml:mrow></mml:math></inline-formula>, and no eigenvectors would exist. For the sake of convenience, we will hereinafter replace <inline-formula><mml:math id="M404" display="inline"><mml:mrow><mml:msub><mml:mi mathvariant="italic">ψ</mml:mi><mml:mi>m</mml:mi></mml:msub></mml:mrow></mml:math></inline-formula> by <inline-formula><mml:math id="M405" display="inline"><mml:mstyle displaystyle="false"><mml:mfrac style="text"><mml:mrow><mml:msub><mml:mi mathvariant="italic">ψ</mml:mi><mml:mi>m</mml:mi></mml:msub></mml:mrow><mml:mrow><mml:msub><mml:mi>B</mml:mi><mml:mrow><mml:mi>m</mml:mi><mml:mo>,</mml:mo><mml:mn mathvariant="normal">0</mml:mn></mml:mrow></mml:msub><mml:msub><mml:mi mathvariant="italic">ϕ</mml:mi><mml:mrow><mml:mi>m</mml:mi><mml:mo>,</mml:mo><mml:mn mathvariant="normal">0</mml:mn></mml:mrow></mml:msub></mml:mrow></mml:mfrac></mml:mstyle></mml:math></inline-formula>, and similarly replace <inline-formula><mml:math id="M406" display="inline"><mml:mrow><mml:msub><mml:mi mathvariant="italic">ϕ</mml:mi><mml:mrow><mml:mi>m</mml:mi><mml:mo>,</mml:mo><mml:mi>n</mml:mi></mml:mrow></mml:msub></mml:mrow></mml:math></inline-formula> by <inline-formula><mml:math id="M407" display="inline"><mml:mstyle displaystyle="false"><mml:mfrac style="text"><mml:mrow><mml:msub><mml:mi mathvariant="italic">ϕ</mml:mi><mml:mrow><mml:mi>m</mml:mi><mml:mo>,</mml:mo><mml:mi>n</mml:mi></mml:mrow></mml:msub></mml:mrow><mml:mrow><mml:msub><mml:mi>B</mml:mi><mml:mrow><mml:mi>m</mml:mi><mml:mo>,</mml:mo><mml:mn mathvariant="normal">0</mml:mn></mml:mrow></mml:msub><mml:msub><mml:mi mathvariant="italic">ϕ</mml:mi><mml:mrow><mml:mi>m</mml:mi><mml:mo>,</mml:mo><mml:mn mathvariant="normal">0</mml:mn></mml:mrow></mml:msub></mml:mrow></mml:mfrac></mml:mstyle></mml:math></inline-formula>.
Equations (<xref ref-type="disp-formula" rid="Ch1.E26"/>)–(<xref ref-type="disp-formula" rid="Ch1.E27"/>) are then rewritten as follows:

              <disp-formula id="App1.Ch1.S2.E43" content-type="numbered"><label>B1</label><mml:math id="M408" display="block"><mml:mrow><mml:mstyle displaystyle="true" class="stylechange"/><mml:mtable columnspacing="1em" rowspacing="0.2ex" class="aligned" displaystyle="true" columnalign="right left"><mml:mtr><mml:mtd><mml:mstyle displaystyle="true" class="stylechange"/></mml:mtd><mml:mtd><mml:mrow><mml:mstyle class="stylechange" displaystyle="true"/><mml:msub><mml:mi>B</mml:mi><mml:mrow><mml:mi>m</mml:mi><mml:mo>,</mml:mo><mml:mi>n</mml:mi><mml:mo>+</mml:mo><mml:mn mathvariant="normal">1</mml:mn></mml:mrow></mml:msub><mml:msub><mml:mi mathvariant="italic">ϕ</mml:mi><mml:mrow><mml:mi>m</mml:mi><mml:mo>,</mml:mo><mml:mi>n</mml:mi><mml:mo>+</mml:mo><mml:mn mathvariant="normal">1</mml:mn></mml:mrow></mml:msub><mml:mo>+</mml:mo><mml:msub><mml:mi>C</mml:mi><mml:mrow><mml:mi>m</mml:mi><mml:mo>,</mml:mo><mml:mi>n</mml:mi></mml:mrow></mml:msub><mml:msub><mml:mi mathvariant="italic">ϕ</mml:mi><mml:mrow><mml:mi>m</mml:mi><mml:mo>,</mml:mo><mml:mi>n</mml:mi></mml:mrow></mml:msub><mml:mo>-</mml:mo><mml:msub><mml:mi>B</mml:mi><mml:mrow><mml:mi>m</mml:mi><mml:mo>,</mml:mo><mml:mi>n</mml:mi><mml:mo>-</mml:mo><mml:mn mathvariant="normal">1</mml:mn></mml:mrow></mml:msub><mml:msub><mml:mi mathvariant="italic">ϕ</mml:mi><mml:mrow><mml:mi>m</mml:mi><mml:mo>,</mml:mo><mml:mi>n</mml:mi><mml:mo>-</mml:mo><mml:mn mathvariant="normal">1</mml:mn></mml:mrow></mml:msub><mml:mo>=</mml:mo><mml:mn mathvariant="normal">0</mml:mn><mml:mo>,</mml:mo><mml:mspace width="0.25em" linebreak="nobreak"/><mml:mspace width="0.25em" linebreak="nobreak"/><mml:mi>n</mml:mi><mml:mo>≥</mml:mo><mml:mn mathvariant="normal">1</mml:mn><mml:mo>,</mml:mo></mml:mrow></mml:mtd></mml:mtr><mml:mtr><mml:mtd><mml:mstyle displaystyle="true" class="stylechange"/></mml:mtd><mml:mtd><mml:mrow><mml:mstyle displaystyle="true" class="stylechange"/><mml:msub><mml:mi>B</mml:mi><mml:mrow><mml:mi>m</mml:mi><mml:mo>,</mml:mo><mml:mn mathvariant="normal">1</mml:mn></mml:mrow></mml:msub><mml:msub><mml:mi mathvariant="italic">ϕ</mml:mi><mml:mrow><mml:mi>m</mml:mi><mml:mo>,</mml:mo><mml:mn mathvariant="normal">1</mml:mn></mml:mrow></mml:msub><mml:mo>+</mml:mo><mml:msub><mml:mi>C</mml:mi><mml:mrow><mml:mi>m</mml:mi><mml:mo>,</mml:mo><mml:mn mathvariant="normal">0</mml:mn></mml:mrow></mml:msub><mml:msub><mml:mi mathvariant="italic">ϕ</mml:mi><mml:mrow><mml:mi>m</mml:mi><mml:mo>,</mml:mo><mml:mn mathvariant="normal">0</mml:mn></mml:mrow></mml:msub><mml:mo>+</mml:mo><mml:mi>i</mml:mi><mml:mfenced open="(" close=")"><mml:mrow><mml:msub><mml:mi>A</mml:mi><mml:mrow><mml:mi>m</mml:mi><mml:mo>,</mml:mo><mml:mn mathvariant="normal">0</mml:mn></mml:mrow></mml:msub><mml:msub><mml:mi mathvariant="italic">ϕ</mml:mi><mml:mrow><mml:mi>m</mml:mi><mml:mo>,</mml:mo><mml:mn mathvariant="normal">0</mml:mn></mml:mrow></mml:msub><mml:mo>-</mml:mo><mml:msub><mml:mi mathvariant="italic">ϕ</mml:mi><mml:mrow><mml:mi>m</mml:mi><mml:mo>,</mml:mo><mml:mn mathvariant="normal">0</mml:mn></mml:mrow></mml:msub></mml:mrow></mml:mfenced><mml:mo>=</mml:mo><mml:mn mathvariant="normal">0</mml:mn><mml:mo>,</mml:mo><mml:mspace linebreak="nobreak" width="0.25em"/><mml:mspace width="0.25em" linebreak="nobreak"/><mml:mi>n</mml:mi><mml:mo>=</mml:mo><mml:mn mathvariant="normal">0</mml:mn><mml:mo>,</mml:mo></mml:mrow></mml:mtd></mml:mtr></mml:mtable></mml:mrow></mml:math></disp-formula>

        and

              <disp-formula id="App1.Ch1.S2.E44" content-type="numbered"><label>B2</label><mml:math id="M409" display="block"><mml:mstyle displaystyle="true" class="stylechange"/><mml:mrow><mml:mstyle displaystyle="true" class="stylechange"/><mml:munder><mml:mo movablelimits="false">∑</mml:mo><mml:mrow><mml:mi>n</mml:mi><mml:mo>≥</mml:mo><mml:mn mathvariant="normal">0</mml:mn></mml:mrow></mml:munder><mml:msub><mml:mi>B</mml:mi><mml:mrow><mml:mi>m</mml:mi><mml:mo>,</mml:mo><mml:mi>n</mml:mi></mml:mrow></mml:msub><mml:msub><mml:mi>A</mml:mi><mml:mrow><mml:mi>m</mml:mi><mml:mo>,</mml:mo><mml:mi>n</mml:mi></mml:mrow></mml:msub><mml:mo>(</mml:mo><mml:mi>E</mml:mi><mml:msup><mml:mi mathvariant="italic">π</mml:mi><mml:mn mathvariant="normal">2</mml:mn></mml:msup><mml:msub><mml:mi>A</mml:mi><mml:mrow><mml:mi>m</mml:mi><mml:mo>,</mml:mo><mml:mi>n</mml:mi></mml:mrow></mml:msub><mml:mo>+</mml:mo><mml:mi>A</mml:mi><mml:mo>+</mml:mo><mml:mi mathvariant="normal">ℜ</mml:mi><mml:mo>[</mml:mo><mml:msub><mml:mi mathvariant="italic">ρ</mml:mi><mml:mi>m</mml:mi></mml:msub><mml:mo>]</mml:mo><mml:mo>)</mml:mo><mml:mo>|</mml:mo><mml:msub><mml:mi mathvariant="italic">ϕ</mml:mi><mml:mrow><mml:mi>m</mml:mi><mml:mo>,</mml:mo><mml:mi>n</mml:mi></mml:mrow></mml:msub><mml:msup><mml:mo>|</mml:mo><mml:mn mathvariant="normal">2</mml:mn></mml:msup><mml:mo>=</mml:mo><mml:mn mathvariant="normal">0</mml:mn><mml:mo>.</mml:mo></mml:mrow></mml:math></disp-formula>

        Denote

              <disp-formula id="App1.Ch1.S2.Ex2"><mml:math id="M410" display="block"><mml:mrow><mml:mstyle displaystyle="true" class="stylechange"/><mml:msub><mml:mi>d</mml:mi><mml:mrow><mml:mi>m</mml:mi><mml:mo>,</mml:mo><mml:mi>n</mml:mi></mml:mrow></mml:msub><mml:mo>=</mml:mo><mml:mstyle displaystyle="true"><mml:mfrac style="display"><mml:mrow><mml:msub><mml:mi>C</mml:mi><mml:mrow><mml:mi>m</mml:mi><mml:mo>,</mml:mo><mml:mi>n</mml:mi></mml:mrow></mml:msub></mml:mrow><mml:mrow><mml:msub><mml:mi>B</mml:mi><mml:mrow><mml:mi>m</mml:mi><mml:mo>,</mml:mo><mml:mi>n</mml:mi></mml:mrow></mml:msub></mml:mrow></mml:mfrac></mml:mstyle><mml:mo>,</mml:mo></mml:mrow></mml:math></disp-formula>

        and let

              <disp-formula id="App1.Ch1.S2.Ex3"><mml:math id="M411" display="block"><mml:mrow><mml:mstyle class="stylechange" displaystyle="true"/><mml:msub><mml:mi mathvariant="italic">η</mml:mi><mml:mrow><mml:mi>m</mml:mi><mml:mo>,</mml:mo><mml:mi>n</mml:mi></mml:mrow></mml:msub><mml:mo>=</mml:mo><mml:msub><mml:mi>B</mml:mi><mml:mrow><mml:mi>m</mml:mi><mml:mo>,</mml:mo><mml:mi>n</mml:mi></mml:mrow></mml:msub><mml:msub><mml:mi mathvariant="italic">ϕ</mml:mi><mml:mrow><mml:mi>m</mml:mi><mml:mo>,</mml:mo><mml:mi>n</mml:mi></mml:mrow></mml:msub><mml:mo>,</mml:mo></mml:mrow></mml:math></disp-formula>

        and then Eq. (<xref ref-type="disp-formula" rid="App1.Ch1.S2.E43"/>) can be further rewritten as

              <disp-formula id="App1.Ch1.S2.E45" content-type="numbered"><label>B3</label><mml:math id="M412" display="block"><mml:mrow><mml:mstyle displaystyle="true" class="stylechange"/><mml:mtable class="aligned" rowspacing="0.2ex" columnspacing="1em" displaystyle="true" columnalign="right left"><mml:mtr><mml:mtd><mml:mstyle class="stylechange" displaystyle="true"/></mml:mtd><mml:mtd><mml:mrow><mml:mstyle class="stylechange" displaystyle="true"/><mml:msub><mml:mi mathvariant="italic">η</mml:mi><mml:mrow><mml:mi>m</mml:mi><mml:mo>,</mml:mo><mml:mi>n</mml:mi><mml:mo>+</mml:mo><mml:mn mathvariant="normal">1</mml:mn></mml:mrow></mml:msub><mml:mo>+</mml:mo><mml:msub><mml:mi>d</mml:mi><mml:mrow><mml:mi>m</mml:mi><mml:mo>,</mml:mo><mml:mi>n</mml:mi></mml:mrow></mml:msub><mml:msub><mml:mi mathvariant="italic">η</mml:mi><mml:mrow><mml:mi>m</mml:mi><mml:mo>,</mml:mo><mml:mi>n</mml:mi></mml:mrow></mml:msub><mml:mo>-</mml:mo><mml:msub><mml:mi mathvariant="italic">η</mml:mi><mml:mrow><mml:mi>m</mml:mi><mml:mo>,</mml:mo><mml:mi>n</mml:mi><mml:mo>-</mml:mo><mml:mn mathvariant="normal">1</mml:mn></mml:mrow></mml:msub><mml:mo>=</mml:mo><mml:mn mathvariant="normal">0</mml:mn><mml:mo>,</mml:mo><mml:mi>n</mml:mi><mml:mo>≥</mml:mo><mml:mn mathvariant="normal">1</mml:mn><mml:mo>,</mml:mo></mml:mrow></mml:mtd></mml:mtr><mml:mtr><mml:mtd><mml:mstyle class="stylechange" displaystyle="true"/></mml:mtd><mml:mtd><mml:mrow><mml:mstyle class="stylechange" displaystyle="true"/><mml:msub><mml:mi mathvariant="italic">η</mml:mi><mml:mrow><mml:mi>m</mml:mi><mml:mo>,</mml:mo><mml:mn mathvariant="normal">1</mml:mn></mml:mrow></mml:msub><mml:mo>+</mml:mo><mml:msub><mml:mi>d</mml:mi><mml:mrow><mml:mi>m</mml:mi><mml:mo>,</mml:mo><mml:mn mathvariant="normal">0</mml:mn></mml:mrow></mml:msub><mml:mo>-</mml:mo><mml:mi>i</mml:mi><mml:mo>=</mml:mo><mml:mn mathvariant="normal">0</mml:mn><mml:mo>,</mml:mo><mml:mi>n</mml:mi><mml:mo>≥</mml:mo><mml:mn mathvariant="normal">0</mml:mn><mml:mo>.</mml:mo></mml:mrow></mml:mtd></mml:mtr></mml:mtable></mml:mrow></mml:math></disp-formula>

        This reduced Eq. (<xref ref-type="disp-formula" rid="App1.Ch1.S2.E45"/>) allows us to deduce a number of important constraints. Indeed, we rearrange Eq. (<xref ref-type="disp-formula" rid="App1.Ch1.S2.E45"/>) as follows:

              <disp-formula id="App1.Ch1.S2.E46" content-type="numbered"><label>B4</label><mml:math id="M413" display="block"><mml:mrow><mml:mstyle class="stylechange" displaystyle="true"/><mml:mtable columnspacing="1em" rowspacing="0.2ex" class="aligned" displaystyle="true" columnalign="right left"><mml:mtr><mml:mtd><mml:mstyle class="stylechange" displaystyle="true"/></mml:mtd><mml:mtd><mml:mrow><mml:mstyle displaystyle="true" class="stylechange"/><mml:mo>-</mml:mo><mml:msub><mml:mi>d</mml:mi><mml:mrow><mml:mi>m</mml:mi><mml:mo>,</mml:mo><mml:mn mathvariant="normal">0</mml:mn></mml:mrow></mml:msub><mml:mo>+</mml:mo><mml:mi>i</mml:mi><mml:mo>=</mml:mo><mml:msub><mml:mi mathvariant="italic">η</mml:mi><mml:mrow><mml:mi>m</mml:mi><mml:mo>,</mml:mo><mml:mn mathvariant="normal">1</mml:mn></mml:mrow></mml:msub><mml:mo>,</mml:mo><mml:mspace width="1em" linebreak="nobreak"/><mml:msub><mml:mi mathvariant="italic">η</mml:mi><mml:mrow><mml:mi>m</mml:mi><mml:mo>,</mml:mo><mml:mn mathvariant="normal">0</mml:mn></mml:mrow></mml:msub><mml:mo>=</mml:mo><mml:mn mathvariant="normal">1</mml:mn><mml:mo>,</mml:mo></mml:mrow></mml:mtd></mml:mtr><mml:mtr><mml:mtd><mml:mstyle class="stylechange" displaystyle="true"/></mml:mtd><mml:mtd><mml:mrow><mml:mstyle class="stylechange" displaystyle="true"/><mml:msub><mml:mi mathvariant="italic">ξ</mml:mi><mml:mrow><mml:mi>m</mml:mi><mml:mo>,</mml:mo><mml:mi>n</mml:mi></mml:mrow></mml:msub><mml:mo>=</mml:mo><mml:mstyle displaystyle="true"><mml:mfrac style="display"><mml:mrow><mml:msub><mml:mi mathvariant="italic">η</mml:mi><mml:mrow><mml:mi>m</mml:mi><mml:mo>,</mml:mo><mml:mi>n</mml:mi></mml:mrow></mml:msub></mml:mrow><mml:mrow><mml:msub><mml:mi mathvariant="italic">η</mml:mi><mml:mrow><mml:mi>m</mml:mi><mml:mo>,</mml:mo><mml:mi>n</mml:mi><mml:mo>-</mml:mo><mml:mn mathvariant="normal">1</mml:mn></mml:mrow></mml:msub></mml:mrow></mml:mfrac></mml:mstyle><mml:mo>=</mml:mo><mml:mstyle displaystyle="true"><mml:mfrac style="display"><mml:mn mathvariant="normal">1</mml:mn><mml:mrow><mml:msub><mml:mi>d</mml:mi><mml:mrow><mml:mi>m</mml:mi><mml:mo>,</mml:mo><mml:mi>n</mml:mi></mml:mrow></mml:msub><mml:mo>+</mml:mo><mml:mstyle displaystyle="false"><mml:mfrac style="text"><mml:mrow><mml:msub><mml:mi mathvariant="italic">η</mml:mi><mml:mrow><mml:mi>m</mml:mi><mml:mo>,</mml:mo><mml:mi>n</mml:mi><mml:mo>+</mml:mo><mml:mn mathvariant="normal">1</mml:mn></mml:mrow></mml:msub></mml:mrow><mml:mrow><mml:msub><mml:mi mathvariant="italic">η</mml:mi><mml:mrow><mml:mi>m</mml:mi><mml:mo>,</mml:mo><mml:mi>n</mml:mi></mml:mrow></mml:msub></mml:mrow></mml:mfrac></mml:mstyle></mml:mrow></mml:mfrac></mml:mstyle><mml:mo>,</mml:mo></mml:mrow></mml:mtd></mml:mtr><mml:mtr><mml:mtd><mml:mstyle class="stylechange" displaystyle="true"/></mml:mtd><mml:mtd><mml:mrow><mml:mstyle displaystyle="true" class="stylechange"/><mml:mo>-</mml:mo><mml:msub><mml:mi>d</mml:mi><mml:mrow><mml:mi>m</mml:mi><mml:mo>,</mml:mo><mml:mn mathvariant="normal">0</mml:mn></mml:mrow></mml:msub><mml:mo>+</mml:mo><mml:mi>i</mml:mi><mml:mo>=</mml:mo><mml:mstyle displaystyle="true"><mml:mfrac style="display"><mml:mn mathvariant="normal">1</mml:mn><mml:mrow><mml:msub><mml:mi>d</mml:mi><mml:mrow><mml:mi>m</mml:mi><mml:mo>,</mml:mo><mml:mn mathvariant="normal">1</mml:mn></mml:mrow></mml:msub><mml:mo>+</mml:mo><mml:msub><mml:mi mathvariant="italic">ξ</mml:mi><mml:mrow><mml:mi>m</mml:mi><mml:mo>,</mml:mo><mml:mn mathvariant="normal">2</mml:mn></mml:mrow></mml:msub></mml:mrow></mml:mfrac></mml:mstyle><mml:mo>=</mml:mo><mml:mstyle displaystyle="true"><mml:mfrac style="display"><mml:mn mathvariant="normal">1</mml:mn><mml:mrow><mml:msub><mml:mi>d</mml:mi><mml:mrow><mml:mi>m</mml:mi><mml:mo>,</mml:mo><mml:mn mathvariant="normal">1</mml:mn></mml:mrow></mml:msub><mml:mo>+</mml:mo><mml:mstyle displaystyle="false"><mml:mfrac style="text"><mml:mn mathvariant="normal">1</mml:mn><mml:mrow><mml:msub><mml:mi>d</mml:mi><mml:mrow><mml:mi>m</mml:mi><mml:mo>,</mml:mo><mml:mn mathvariant="normal">2</mml:mn></mml:mrow></mml:msub><mml:mo>+</mml:mo><mml:msub><mml:mi mathvariant="italic">ξ</mml:mi><mml:mrow><mml:mi>m</mml:mi><mml:mo>,</mml:mo><mml:mn mathvariant="normal">3</mml:mn></mml:mrow></mml:msub></mml:mrow></mml:mfrac></mml:mstyle></mml:mrow></mml:mfrac></mml:mstyle><mml:mo>.</mml:mo></mml:mrow></mml:mtd></mml:mtr></mml:mtable></mml:mrow></mml:math></disp-formula>

        It is readily seen from Eq. (<xref ref-type="disp-formula" rid="App1.Ch1.S2.E45"/>) that <inline-formula><mml:math id="M414" display="inline"><mml:mrow><mml:msub><mml:mi mathvariant="italic">η</mml:mi><mml:mrow><mml:mi>m</mml:mi><mml:mo>,</mml:mo><mml:mi>n</mml:mi></mml:mrow></mml:msub><mml:mo>=</mml:mo><mml:mn mathvariant="normal">0</mml:mn></mml:mrow></mml:math></inline-formula> for all <inline-formula><mml:math id="M415" display="inline"><mml:mrow><mml:mi>n</mml:mi><mml:mo>≥</mml:mo><mml:mn mathvariant="normal">0</mml:mn></mml:mrow></mml:math></inline-formula> whenever there exists a <inline-formula><mml:math id="M416" display="inline"><mml:mrow><mml:mi>l</mml:mi><mml:mo>≥</mml:mo><mml:mn mathvariant="normal">0</mml:mn></mml:mrow></mml:math></inline-formula> for which <inline-formula><mml:math id="M417" display="inline"><mml:mrow><mml:msub><mml:mi mathvariant="italic">η</mml:mi><mml:mrow><mml:mi>m</mml:mi><mml:mo>,</mml:mo><mml:mi>l</mml:mi></mml:mrow></mml:msub><mml:mo>=</mml:mo><mml:mn mathvariant="normal">0</mml:mn></mml:mrow></mml:math></inline-formula>. This means that <inline-formula><mml:math id="M418" display="inline"><mml:mrow><mml:msub><mml:mi mathvariant="italic">ξ</mml:mi><mml:mrow><mml:mi>m</mml:mi><mml:mo>,</mml:mo><mml:mi>n</mml:mi></mml:mrow></mml:msub><mml:mo>≠</mml:mo><mml:mn mathvariant="normal">0</mml:mn></mml:mrow></mml:math></inline-formula> for all <inline-formula><mml:math id="M419" display="inline"><mml:mrow><mml:mi>n</mml:mi><mml:mo>≥</mml:mo><mml:mn mathvariant="normal">0</mml:mn></mml:mrow></mml:math></inline-formula>. From Eq. (<xref ref-type="disp-formula" rid="App1.Ch1.S2.E46"/>) one can derive that

              <disp-formula id="App1.Ch1.S2.E47" content-type="numbered"><label>B5</label><mml:math id="M420" display="block"><mml:mrow><mml:mstyle displaystyle="true" class="stylechange"/><mml:msub><mml:mi mathvariant="italic">η</mml:mi><mml:mrow><mml:mi>m</mml:mi><mml:mo>,</mml:mo><mml:mi>n</mml:mi></mml:mrow></mml:msub><mml:mo>≡</mml:mo><mml:msub><mml:mi mathvariant="italic">ξ</mml:mi><mml:mrow><mml:mi>m</mml:mi><mml:mo>,</mml:mo><mml:mn mathvariant="normal">1</mml:mn></mml:mrow></mml:msub><mml:msub><mml:mi mathvariant="italic">ξ</mml:mi><mml:mrow><mml:mi>m</mml:mi><mml:mo>,</mml:mo><mml:mn mathvariant="normal">2</mml:mn></mml:mrow></mml:msub><mml:mi mathvariant="normal">⋯</mml:mi><mml:msub><mml:mi mathvariant="italic">ξ</mml:mi><mml:mrow><mml:mi>m</mml:mi><mml:mo>,</mml:mo><mml:mi>n</mml:mi></mml:mrow></mml:msub><mml:mo>,</mml:mo><mml:mspace width="0.25em" linebreak="nobreak"/><mml:mi>n</mml:mi><mml:mo>≥</mml:mo><mml:mn mathvariant="normal">1</mml:mn><mml:mo>.</mml:mo></mml:mrow></mml:math></disp-formula>

        Therefore, for <inline-formula><mml:math id="M421" display="inline"><mml:mrow><mml:mstyle displaystyle="false"><mml:mfrac style="text"><mml:msqrt><mml:mn mathvariant="normal">3</mml:mn></mml:msqrt><mml:mrow><mml:mn mathvariant="normal">2</mml:mn><mml:mi>k</mml:mi><mml:mo>+</mml:mo><mml:mn mathvariant="normal">1</mml:mn></mml:mrow></mml:mfrac></mml:mstyle><mml:mo>≤</mml:mo><mml:mi>a</mml:mi><mml:mo>&lt;</mml:mo><mml:mstyle displaystyle="false"><mml:mfrac style="text"><mml:msqrt><mml:mn mathvariant="normal">3</mml:mn></mml:msqrt><mml:mrow><mml:mn mathvariant="normal">2</mml:mn><mml:mi>k</mml:mi></mml:mrow></mml:mfrac></mml:mstyle><mml:mspace width="0.25em" linebreak="nobreak"/><mml:mo>(</mml:mo><mml:mi>k</mml:mi><mml:mo>=</mml:mo><mml:mn mathvariant="normal">1</mml:mn><mml:mo>,</mml:mo><mml:mn mathvariant="normal">2</mml:mn><mml:mo>,</mml:mo><mml:mn mathvariant="normal">3</mml:mn><mml:mo>,</mml:mo><mml:mi mathvariant="normal">…</mml:mi><mml:mo>)</mml:mo></mml:mrow></mml:math></inline-formula>, Eq. (<xref ref-type="disp-formula" rid="App1.Ch1.S2.E44"/>) can be equally rewritten as follows:

              <disp-formula id="App1.Ch1.S2.E48" content-type="numbered"><label>B6</label><mml:math id="M422" display="block"><mml:mrow><mml:mstyle displaystyle="true" class="stylechange"/><mml:mfenced open="{" close=""><mml:mtable class="cases" columnspacing="1em" rowspacing="0.2ex" columnalign="left" framespacing="0em"><mml:mtr><mml:mtd><mml:mrow><mml:munder><mml:mo movablelimits="false">∑</mml:mo><mml:mrow><mml:mi>n</mml:mi><mml:mo>≥</mml:mo><mml:mn mathvariant="normal">0</mml:mn></mml:mrow></mml:munder><mml:mi mathvariant="normal">ℜ</mml:mi><mml:mo>[</mml:mo><mml:msub><mml:mi>d</mml:mi><mml:mrow><mml:mi>m</mml:mi><mml:mo>,</mml:mo><mml:mi>n</mml:mi></mml:mrow></mml:msub><mml:mo>]</mml:mo><mml:mo>|</mml:mo><mml:msub><mml:mi mathvariant="italic">η</mml:mi><mml:mrow><mml:mi>m</mml:mi><mml:mo>,</mml:mo><mml:mi>n</mml:mi></mml:mrow></mml:msub><mml:msup><mml:mo>|</mml:mo><mml:mn mathvariant="normal">2</mml:mn></mml:msup><mml:mo>=</mml:mo><mml:mn mathvariant="normal">0</mml:mn><mml:mo>,</mml:mo></mml:mrow></mml:mtd></mml:mtr><mml:mtr><mml:mtd><mml:mrow><mml:mi mathvariant="normal">ℜ</mml:mi><mml:mo>[</mml:mo><mml:msub><mml:mi>d</mml:mi><mml:mrow><mml:mi>m</mml:mi><mml:mo>,</mml:mo><mml:mi>n</mml:mi></mml:mrow></mml:msub><mml:mo>]</mml:mo><mml:mo>&lt;</mml:mo><mml:mn mathvariant="normal">0</mml:mn><mml:mo>(</mml:mo><mml:mi>n</mml:mi><mml:mo>≥</mml:mo><mml:mn mathvariant="normal">1</mml:mn><mml:mo>)</mml:mo><mml:mo>,</mml:mo><mml:mi mathvariant="normal">ℜ</mml:mi><mml:mo>[</mml:mo><mml:msub><mml:mi>d</mml:mi><mml:mrow><mml:mi>m</mml:mi><mml:mo>,</mml:mo><mml:mn mathvariant="normal">0</mml:mn></mml:mrow></mml:msub><mml:mo>]</mml:mo><mml:mo>&gt;</mml:mo><mml:mn mathvariant="normal">0</mml:mn><mml:mo>,</mml:mo></mml:mrow></mml:mtd></mml:mtr></mml:mtable></mml:mfenced><mml:mspace linebreak="nobreak" width="1em"/><mml:mi>m</mml:mi><mml:mo>≤</mml:mo><mml:mi>k</mml:mi><mml:mo>.</mml:mo></mml:mrow></mml:math></disp-formula>

        One can deduce from the third equality of Eq. (<xref ref-type="disp-formula" rid="App1.Ch1.S2.E46"/>) that

              <disp-formula id="App1.Ch1.S2.E49" content-type="numbered"><label>B7</label><mml:math id="M423" display="block"><mml:mrow><mml:mstyle displaystyle="true" class="stylechange"/><mml:mtable class="split" columnspacing="1em" rowspacing="0.2ex" displaystyle="true" columnalign="right left"><mml:mtr><mml:mtd><mml:mrow><mml:msub><mml:mi mathvariant="italic">ρ</mml:mi><mml:mi>m</mml:mi></mml:msub></mml:mrow></mml:mtd><mml:mtd><mml:mrow><mml:mo>=</mml:mo><mml:mo>-</mml:mo><mml:mi>A</mml:mi><mml:mo>-</mml:mo><mml:msup><mml:mi mathvariant="italic">π</mml:mi><mml:mn mathvariant="normal">2</mml:mn></mml:msup><mml:mi>E</mml:mi><mml:msub><mml:mi>A</mml:mi><mml:mrow><mml:mi>m</mml:mi><mml:mo>,</mml:mo><mml:mn mathvariant="normal">0</mml:mn></mml:mrow></mml:msub></mml:mrow></mml:mtd></mml:mtr><mml:mtr><mml:mtd/><mml:mtd><mml:mrow><mml:mo>+</mml:mo><mml:mstyle displaystyle="true"><mml:mfrac style="display"><mml:mrow><mml:mn mathvariant="normal">2</mml:mn><mml:mi>i</mml:mi><mml:mi>a</mml:mi><mml:mi>m</mml:mi><mml:mo>+</mml:mo><mml:mi>i</mml:mi><mml:mi>a</mml:mi><mml:mi>m</mml:mi><mml:msup><mml:mi mathvariant="italic">π</mml:mi><mml:mn mathvariant="normal">2</mml:mn></mml:msup><mml:mi>R</mml:mi><mml:mfenced close=")" open="("><mml:mrow><mml:mn mathvariant="normal">1</mml:mn><mml:mo>-</mml:mo><mml:msub><mml:mi>A</mml:mi><mml:mrow><mml:mi>m</mml:mi><mml:mo>,</mml:mo><mml:mn mathvariant="normal">0</mml:mn></mml:mrow></mml:msub></mml:mrow></mml:mfenced></mml:mrow><mml:mrow><mml:mn mathvariant="normal">2</mml:mn><mml:mi mathvariant="italic">π</mml:mi><mml:msub><mml:mi>A</mml:mi><mml:mrow><mml:mi>m</mml:mi><mml:mo>,</mml:mo><mml:mn mathvariant="normal">0</mml:mn></mml:mrow></mml:msub></mml:mrow></mml:mfrac></mml:mstyle></mml:mrow></mml:mtd></mml:mtr><mml:mtr><mml:mtd/><mml:mtd><mml:mrow><mml:mo>+</mml:mo><mml:mstyle displaystyle="true"><mml:mfrac style="display"><mml:mstyle displaystyle="false"><mml:mfrac style="text"><mml:mrow><mml:mo>-</mml:mo><mml:mi>a</mml:mi><mml:mi>m</mml:mi><mml:mi mathvariant="italic">π</mml:mi><mml:mi>R</mml:mi><mml:mfenced open="(" close=")"><mml:mrow><mml:mn mathvariant="normal">1</mml:mn><mml:mo>-</mml:mo><mml:msub><mml:mi>A</mml:mi><mml:mrow><mml:mi>m</mml:mi><mml:mo>,</mml:mo><mml:mn mathvariant="normal">0</mml:mn></mml:mrow></mml:msub></mml:mrow></mml:mfenced></mml:mrow><mml:mrow><mml:mn mathvariant="normal">2</mml:mn><mml:msub><mml:mi>A</mml:mi><mml:mrow><mml:mi>m</mml:mi><mml:mo>,</mml:mo><mml:mn mathvariant="normal">0</mml:mn></mml:mrow></mml:msub></mml:mrow></mml:mfrac></mml:mstyle><mml:mrow><mml:msub><mml:mi>d</mml:mi><mml:mn mathvariant="normal">1</mml:mn></mml:msub><mml:mo>+</mml:mo><mml:msub><mml:mi mathvariant="italic">ξ</mml:mi><mml:mrow><mml:mi>m</mml:mi><mml:mo>,</mml:mo><mml:mn mathvariant="normal">2</mml:mn></mml:mrow></mml:msub></mml:mrow></mml:mfrac></mml:mstyle><mml:mo>.</mml:mo></mml:mrow></mml:mtd></mml:mtr></mml:mtable></mml:mrow></mml:math></disp-formula>

        Let's define a function <inline-formula><mml:math id="M424" display="inline"><mml:mi>F</mml:mi></mml:math></inline-formula> using the right-hand side of Eq. (<xref ref-type="disp-formula" rid="App1.Ch1.S2.E49"/>), i.e.,

              <disp-formula id="App1.Ch1.S2.Ex4"><mml:math id="M425" display="block"><mml:mrow><mml:mstyle displaystyle="true" class="stylechange"/><mml:mtable class="split" columnspacing="1em" rowspacing="0.2ex" displaystyle="true" columnalign="right left"><mml:mtr><mml:mtd><mml:mrow><mml:mi>F</mml:mi><mml:mo>(</mml:mo><mml:msub><mml:mi mathvariant="italic">ρ</mml:mi><mml:mi>m</mml:mi></mml:msub><mml:mo>,</mml:mo><mml:mi>R</mml:mi><mml:mo>)</mml:mo></mml:mrow></mml:mtd><mml:mtd><mml:mrow><mml:mo>=</mml:mo><mml:mo>-</mml:mo><mml:mi>A</mml:mi><mml:mo>-</mml:mo><mml:msup><mml:mi mathvariant="italic">π</mml:mi><mml:mn mathvariant="normal">2</mml:mn></mml:msup><mml:mi>E</mml:mi><mml:msub><mml:mi>A</mml:mi><mml:mrow><mml:mi>m</mml:mi><mml:mo>,</mml:mo><mml:mn mathvariant="normal">0</mml:mn></mml:mrow></mml:msub></mml:mrow></mml:mtd></mml:mtr><mml:mtr><mml:mtd/><mml:mtd><mml:mrow><mml:mo>+</mml:mo><mml:mstyle displaystyle="true"><mml:mfrac style="display"><mml:mrow><mml:mn mathvariant="normal">2</mml:mn><mml:mi>i</mml:mi><mml:mi>a</mml:mi><mml:mi>m</mml:mi><mml:mo>+</mml:mo><mml:mi>i</mml:mi><mml:mi>a</mml:mi><mml:mi>m</mml:mi><mml:msup><mml:mi mathvariant="italic">π</mml:mi><mml:mn mathvariant="normal">2</mml:mn></mml:msup><mml:mi>R</mml:mi><mml:mfenced open="(" close=")"><mml:mrow><mml:mn mathvariant="normal">1</mml:mn><mml:mo>-</mml:mo><mml:msub><mml:mi>A</mml:mi><mml:mrow><mml:mi>m</mml:mi><mml:mo>,</mml:mo><mml:mn mathvariant="normal">0</mml:mn></mml:mrow></mml:msub></mml:mrow></mml:mfenced></mml:mrow><mml:mrow><mml:mn mathvariant="normal">2</mml:mn><mml:mi mathvariant="italic">π</mml:mi><mml:msub><mml:mi>A</mml:mi><mml:mrow><mml:mi>m</mml:mi><mml:mo>,</mml:mo><mml:mn mathvariant="normal">0</mml:mn></mml:mrow></mml:msub></mml:mrow></mml:mfrac></mml:mstyle></mml:mrow></mml:mtd></mml:mtr><mml:mtr><mml:mtd/><mml:mtd><mml:mrow><mml:mo>+</mml:mo><mml:mstyle displaystyle="true"><mml:mfrac style="display"><mml:mstyle displaystyle="false"><mml:mfrac style="text"><mml:mrow><mml:mo>-</mml:mo><mml:mi>a</mml:mi><mml:mi>m</mml:mi><mml:mi mathvariant="italic">π</mml:mi><mml:mi>R</mml:mi><mml:mfenced close=")" open="("><mml:mrow><mml:mn mathvariant="normal">1</mml:mn><mml:mo>-</mml:mo><mml:msub><mml:mi>A</mml:mi><mml:mrow><mml:mi>m</mml:mi><mml:mo>,</mml:mo><mml:mn mathvariant="normal">0</mml:mn></mml:mrow></mml:msub></mml:mrow></mml:mfenced></mml:mrow><mml:mrow><mml:mn mathvariant="normal">2</mml:mn><mml:msub><mml:mi>A</mml:mi><mml:mrow><mml:mi>m</mml:mi><mml:mo>,</mml:mo><mml:mn mathvariant="normal">0</mml:mn></mml:mrow></mml:msub></mml:mrow></mml:mfrac></mml:mstyle><mml:mrow><mml:msub><mml:mi>d</mml:mi><mml:mn mathvariant="normal">1</mml:mn></mml:msub><mml:mo>+</mml:mo><mml:msub><mml:mi mathvariant="italic">ξ</mml:mi><mml:mrow><mml:mi>m</mml:mi><mml:mo>,</mml:mo><mml:mn mathvariant="normal">2</mml:mn></mml:mrow></mml:msub></mml:mrow></mml:mfrac></mml:mstyle><mml:mo>.</mml:mo></mml:mrow></mml:mtd></mml:mtr></mml:mtable></mml:mrow></mml:math></disp-formula>

        Due to the fact that

              <disp-formula id="App1.Ch1.S2.Ex5"><mml:math id="M426" display="block"><mml:mstyle displaystyle="true" class="stylechange"/><mml:mrow><mml:mstyle displaystyle="true" class="stylechange"/><mml:mi mathvariant="normal">ℜ</mml:mi><mml:msub><mml:mi>d</mml:mi><mml:mrow><mml:mi>m</mml:mi><mml:mo>,</mml:mo><mml:mi>n</mml:mi></mml:mrow></mml:msub><mml:mo>&lt;</mml:mo><mml:mn mathvariant="normal">0</mml:mn><mml:mo>(</mml:mo><mml:mi>n</mml:mi><mml:mo>≥</mml:mo><mml:mn mathvariant="normal">1</mml:mn><mml:mo>)</mml:mo><mml:mo>,</mml:mo></mml:mrow></mml:math></disp-formula>

        we can obtain that

              <disp-formula id="App1.Ch1.S2.Ex6"><mml:math id="M427" display="block"><mml:mrow><mml:mstyle class="stylechange" displaystyle="true"/><mml:mtable rowspacing="0.2ex" columnspacing="1em" class="split" displaystyle="true" columnalign="right left"><mml:mtr><mml:mtd><mml:mrow><mml:mo>|</mml:mo><mml:mi>F</mml:mi><mml:mo>(</mml:mo><mml:msub><mml:mi mathvariant="italic">ρ</mml:mi><mml:mi>m</mml:mi></mml:msub><mml:mo>,</mml:mo><mml:mi>R</mml:mi><mml:mo>)</mml:mo><mml:mo>|</mml:mo><mml:mo>≤</mml:mo></mml:mrow></mml:mtd><mml:mtd><mml:mrow><mml:mfenced close="|" open="|"><mml:mrow><mml:mo>-</mml:mo><mml:mi>A</mml:mi><mml:mo>-</mml:mo><mml:msup><mml:mi mathvariant="italic">π</mml:mi><mml:mn mathvariant="normal">2</mml:mn></mml:msup><mml:mi>E</mml:mi><mml:msub><mml:mi>A</mml:mi><mml:mrow><mml:mi>m</mml:mi><mml:mo>,</mml:mo><mml:mn mathvariant="normal">0</mml:mn></mml:mrow></mml:msub><mml:mo>+</mml:mo><mml:mstyle displaystyle="true"><mml:mfrac style="display"><mml:mrow><mml:mn mathvariant="normal">2</mml:mn><mml:mi>i</mml:mi><mml:mi>a</mml:mi><mml:mi>m</mml:mi><mml:mo>+</mml:mo><mml:mi>i</mml:mi><mml:mi>a</mml:mi><mml:mi>m</mml:mi><mml:msup><mml:mi mathvariant="italic">π</mml:mi><mml:mn mathvariant="normal">3</mml:mn></mml:msup><mml:mi>R</mml:mi><mml:mfenced close=")" open="("><mml:mrow><mml:mn mathvariant="normal">1</mml:mn><mml:mo>-</mml:mo><mml:msub><mml:mi>A</mml:mi><mml:mrow><mml:mi>m</mml:mi><mml:mo>,</mml:mo><mml:mn mathvariant="normal">0</mml:mn></mml:mrow></mml:msub></mml:mrow></mml:mfenced></mml:mrow><mml:mrow><mml:mn mathvariant="normal">2</mml:mn><mml:mi mathvariant="italic">π</mml:mi><mml:msub><mml:mi>A</mml:mi><mml:mrow><mml:mi>m</mml:mi><mml:mo>,</mml:mo><mml:mn mathvariant="normal">0</mml:mn></mml:mrow></mml:msub></mml:mrow></mml:mfrac></mml:mstyle></mml:mrow></mml:mfenced></mml:mrow></mml:mtd></mml:mtr><mml:mtr><mml:mtd/><mml:mtd><mml:mrow><mml:mo>+</mml:mo><mml:mstyle displaystyle="true"><mml:mfrac style="display"><mml:mrow><mml:mfenced open="|" close="|"><mml:mstyle displaystyle="false"><mml:mfrac style="text"><mml:mrow><mml:mo>-</mml:mo><mml:mi>a</mml:mi><mml:mi>m</mml:mi><mml:mi mathvariant="italic">π</mml:mi><mml:mi>R</mml:mi><mml:mfenced close=")" open="("><mml:mrow><mml:mn mathvariant="normal">1</mml:mn><mml:mo>-</mml:mo><mml:msub><mml:mi>A</mml:mi><mml:mrow><mml:mi>m</mml:mi><mml:mo>,</mml:mo><mml:mn mathvariant="normal">0</mml:mn></mml:mrow></mml:msub></mml:mrow></mml:mfenced></mml:mrow><mml:mrow><mml:mn mathvariant="normal">2</mml:mn><mml:msub><mml:mi>A</mml:mi><mml:mrow><mml:mi>m</mml:mi><mml:mo>,</mml:mo><mml:mn mathvariant="normal">0</mml:mn></mml:mrow></mml:msub></mml:mrow></mml:mfrac></mml:mstyle></mml:mfenced></mml:mrow><mml:mrow><mml:mo>|</mml:mo><mml:mi mathvariant="normal">ℜ</mml:mi><mml:mo>[</mml:mo><mml:msub><mml:mi>d</mml:mi><mml:mn mathvariant="normal">1</mml:mn></mml:msub><mml:mo>]</mml:mo><mml:mo>|</mml:mo></mml:mrow></mml:mfrac></mml:mstyle><mml:mo>=</mml:mo><mml:msub><mml:mi>K</mml:mi><mml:mi>R</mml:mi></mml:msub><mml:mo>.</mml:mo></mml:mrow></mml:mtd></mml:mtr></mml:mtable></mml:mrow></mml:math></disp-formula></p>
      <p id="d1e12784">Defining a set <inline-formula><mml:math id="M428" display="inline"><mml:mrow><mml:msub><mml:mi mathvariant="normal">Ω</mml:mi><mml:mi>R</mml:mi></mml:msub></mml:mrow></mml:math></inline-formula> as

              <disp-formula id="App1.Ch1.S2.Ex7"><mml:math id="M429" display="block"><mml:mrow><mml:mstyle class="stylechange" displaystyle="true"/><mml:msub><mml:mi mathvariant="normal">Ω</mml:mi><mml:mi>R</mml:mi></mml:msub><mml:mo>=</mml:mo><mml:mfenced close="}" open="{"><mml:mrow><mml:mi>z</mml:mi><mml:mo>∈</mml:mo><mml:mi>C</mml:mi><mml:mo mathsize="2.5em">|</mml:mo><mml:mi mathvariant="normal">ℜ</mml:mi><mml:mo>[</mml:mo><mml:mi>z</mml:mi><mml:mo>]</mml:mo><mml:mo>&gt;</mml:mo><mml:mo>-</mml:mo><mml:mi>A</mml:mi><mml:mo>-</mml:mo><mml:mi>E</mml:mi><mml:msup><mml:mi mathvariant="italic">π</mml:mi><mml:mn mathvariant="normal">2</mml:mn></mml:msup><mml:mfenced close=")" open="("><mml:mrow><mml:mstyle displaystyle="true"><mml:mfrac style="display"><mml:mn mathvariant="normal">1</mml:mn><mml:mn mathvariant="normal">4</mml:mn></mml:mfrac></mml:mstyle><mml:mo>+</mml:mo><mml:msup><mml:mi>a</mml:mi><mml:mn mathvariant="normal">2</mml:mn></mml:msup></mml:mrow></mml:mfenced><mml:mo>,</mml:mo><mml:mspace linebreak="nobreak" width="0.25em"/><mml:mo>|</mml:mo><mml:mi>z</mml:mi><mml:mo>|</mml:mo><mml:mo>≤</mml:mo><mml:msub><mml:mi>K</mml:mi><mml:mi>R</mml:mi></mml:msub></mml:mrow></mml:mfenced><mml:mo>,</mml:mo></mml:mrow></mml:math></disp-formula>

        the Brown fixed point theorem implies then that <inline-formula><mml:math id="M430" display="inline"><mml:mi>F</mml:mi></mml:math></inline-formula> has a fixed point in <inline-formula><mml:math id="M431" display="inline"><mml:mrow><mml:msub><mml:mi mathvariant="normal">Ω</mml:mi><mml:mi>R</mml:mi></mml:msub></mml:mrow></mml:math></inline-formula>, i.e., there exists <inline-formula><mml:math id="M432" display="inline"><mml:mrow><mml:msub><mml:mi mathvariant="italic">ρ</mml:mi><mml:mi>m</mml:mi></mml:msub><mml:mo>(</mml:mo><mml:mi>R</mml:mi><mml:mo>)</mml:mo></mml:mrow></mml:math></inline-formula>
such that

              <disp-formula id="App1.Ch1.S2.Ex8"><mml:math id="M433" display="block"><mml:mrow><mml:mstyle class="stylechange" displaystyle="true"/><mml:msub><mml:mi mathvariant="italic">ρ</mml:mi><mml:mi>m</mml:mi></mml:msub><mml:mo>(</mml:mo><mml:mi>R</mml:mi><mml:mo>)</mml:mo><mml:mo>=</mml:mo><mml:mi>F</mml:mi><mml:mo>(</mml:mo><mml:msub><mml:mi mathvariant="italic">ρ</mml:mi><mml:mi>m</mml:mi></mml:msub><mml:mo>(</mml:mo><mml:mi>R</mml:mi><mml:mo>)</mml:mo><mml:mo>,</mml:mo><mml:mi>R</mml:mi><mml:mo>)</mml:mo><mml:mo>.</mml:mo></mml:mrow></mml:math></disp-formula></p>
      <p id="d1e12958">At last, we prove that <inline-formula><mml:math id="M434" display="inline"><mml:mrow><mml:msub><mml:mi mathvariant="italic">ρ</mml:mi><mml:mi>m</mml:mi></mml:msub><mml:mo>(</mml:mo><mml:mi>R</mml:mi><mml:mo>)</mml:mo></mml:mrow></mml:math></inline-formula> is a continuous function of <inline-formula><mml:math id="M435" display="inline"><mml:mi>R</mml:mi></mml:math></inline-formula> and <inline-formula><mml:math id="M436" display="inline"><mml:mrow><mml:mi mathvariant="normal">ℑ</mml:mi><mml:msub><mml:mi mathvariant="italic">ρ</mml:mi><mml:mi>m</mml:mi></mml:msub><mml:mo>(</mml:mo><mml:mi>R</mml:mi><mml:mo>)</mml:mo><mml:mo>≠</mml:mo><mml:mn mathvariant="normal">0</mml:mn></mml:mrow></mml:math></inline-formula>.
Let <inline-formula><mml:math id="M437" display="inline"><mml:mrow><mml:mi>G</mml:mi><mml:mo>(</mml:mo><mml:msub><mml:mi mathvariant="italic">ρ</mml:mi><mml:mi>m</mml:mi></mml:msub><mml:mo>,</mml:mo><mml:mi>R</mml:mi><mml:mo>)</mml:mo></mml:mrow></mml:math></inline-formula> be the function given by

              <disp-formula id="App1.Ch1.S2.Ex9"><mml:math id="M438" display="block"><mml:mrow><mml:mstyle class="stylechange" displaystyle="true"/><mml:mi>G</mml:mi><mml:mo>(</mml:mo><mml:msub><mml:mi mathvariant="italic">ρ</mml:mi><mml:mi>m</mml:mi></mml:msub><mml:mo>,</mml:mo><mml:mi>R</mml:mi><mml:mo>)</mml:mo><mml:mo>=</mml:mo><mml:mi>F</mml:mi><mml:mo>(</mml:mo><mml:msub><mml:mi mathvariant="italic">ρ</mml:mi><mml:mi>m</mml:mi></mml:msub><mml:mo>,</mml:mo><mml:mi>R</mml:mi><mml:mo>)</mml:mo><mml:mo>-</mml:mo><mml:msub><mml:mi mathvariant="italic">ρ</mml:mi><mml:mi>m</mml:mi></mml:msub><mml:mo>.</mml:mo></mml:mrow></mml:math></disp-formula>

        If we can prove

              <disp-formula id="App1.Ch1.S2.Ex10"><mml:math id="M439" display="block"><mml:mrow><mml:mstyle displaystyle="true"><mml:mfrac style="display"><mml:mrow><mml:mo>∂</mml:mo><mml:mi>G</mml:mi></mml:mrow><mml:mrow><mml:mo>∂</mml:mo><mml:msub><mml:mi mathvariant="italic">ρ</mml:mi><mml:mi>m</mml:mi></mml:msub></mml:mrow></mml:mfrac></mml:mstyle><mml:mo>≠</mml:mo><mml:mn mathvariant="normal">0</mml:mn></mml:mrow></mml:math></disp-formula>

        then the implicit function theorem implies that <inline-formula><mml:math id="M440" display="inline"><mml:mrow><mml:msub><mml:mi mathvariant="italic">ρ</mml:mi><mml:mi>m</mml:mi></mml:msub><mml:mo>(</mml:mo><mml:mi>R</mml:mi><mml:mo>)</mml:mo></mml:mrow></mml:math></inline-formula> is indeed a continuous function of <inline-formula><mml:math id="M441" display="inline"><mml:mi>R</mml:mi></mml:math></inline-formula>. From the definition of <inline-formula><mml:math id="M442" display="inline"><mml:mi>G</mml:mi></mml:math></inline-formula> and Eq. (<xref ref-type="disp-formula" rid="App1.Ch1.S2.E49"/>), we obtain

              <disp-formula specific-use="align"><mml:math id="M443" display="block"><mml:mtable displaystyle="true"><mml:mtr><mml:mtd><mml:mstyle class="stylechange" displaystyle="true"/></mml:mtd><mml:mtd><mml:mrow><mml:mstyle class="stylechange" displaystyle="true"/><mml:mfenced close="|" open="|"><mml:mstyle displaystyle="true"><mml:mfrac style="display"><mml:mrow><mml:mo>∂</mml:mo><mml:mi>G</mml:mi></mml:mrow><mml:mrow><mml:mo>∂</mml:mo><mml:msub><mml:mi mathvariant="italic">ρ</mml:mi><mml:mi>m</mml:mi></mml:msub></mml:mrow></mml:mfrac></mml:mstyle></mml:mfenced><mml:mo>=</mml:mo><mml:mfenced open="|" close="|"><mml:mrow><mml:munder><mml:mo movablelimits="false">∑</mml:mo><mml:mrow><mml:mi>n</mml:mi><mml:mo>=</mml:mo><mml:mn mathvariant="normal">1</mml:mn></mml:mrow></mml:munder><mml:mo>(</mml:mo><mml:mo>-</mml:mo><mml:mn mathvariant="normal">1</mml:mn><mml:msup><mml:mo>)</mml:mo><mml:mrow><mml:mi>n</mml:mi><mml:mo>+</mml:mo><mml:mn mathvariant="normal">1</mml:mn></mml:mrow></mml:msup><mml:mstyle displaystyle="true"><mml:mfrac style="display"><mml:mrow><mml:mfenced open="(" close=")"><mml:mrow><mml:mn mathvariant="normal">1</mml:mn><mml:mo>-</mml:mo><mml:msub><mml:mi>A</mml:mi><mml:mrow><mml:mi>m</mml:mi><mml:mo>,</mml:mo><mml:mn mathvariant="normal">0</mml:mn></mml:mrow></mml:msub></mml:mrow></mml:mfenced><mml:msub><mml:mi>A</mml:mi><mml:mrow><mml:mi>m</mml:mi><mml:mo>,</mml:mo><mml:mi>n</mml:mi></mml:mrow></mml:msub></mml:mrow><mml:mrow><mml:msub><mml:mi>A</mml:mi><mml:mrow><mml:mi>m</mml:mi><mml:mo>,</mml:mo><mml:mn mathvariant="normal">0</mml:mn></mml:mrow></mml:msub><mml:mfenced open="(" close=")"><mml:mrow><mml:mn mathvariant="normal">1</mml:mn><mml:mo>-</mml:mo><mml:msub><mml:mi>A</mml:mi><mml:mrow><mml:mi>m</mml:mi><mml:mo>,</mml:mo><mml:mi>n</mml:mi></mml:mrow></mml:msub></mml:mrow></mml:mfenced></mml:mrow></mml:mfrac></mml:mstyle><mml:msubsup><mml:mi mathvariant="italic">η</mml:mi><mml:mrow><mml:mi>m</mml:mi><mml:mo>,</mml:mo><mml:mi>n</mml:mi></mml:mrow><mml:mn mathvariant="normal">2</mml:mn></mml:msubsup><mml:mo>(</mml:mo><mml:msub><mml:mi mathvariant="italic">ρ</mml:mi><mml:mi>m</mml:mi></mml:msub><mml:mo>(</mml:mo><mml:mi>R</mml:mi><mml:mo>)</mml:mo><mml:mo>)</mml:mo><mml:mo>-</mml:mo><mml:mn mathvariant="normal">1</mml:mn></mml:mrow></mml:mfenced></mml:mrow></mml:mtd></mml:mtr><mml:mtr><mml:mtd><mml:mstyle class="stylechange" displaystyle="true"/></mml:mtd><mml:mtd><mml:mrow><mml:mstyle displaystyle="true" class="stylechange"/><mml:mo>≥</mml:mo><mml:mn mathvariant="normal">1</mml:mn><mml:mo>-</mml:mo><mml:munder><mml:mo movablelimits="false">∑</mml:mo><mml:mrow><mml:mi>n</mml:mi><mml:mo>=</mml:mo><mml:mn mathvariant="normal">1</mml:mn></mml:mrow></mml:munder><mml:mstyle displaystyle="true"><mml:mfrac style="display"><mml:mrow><mml:mfenced open="(" close=")"><mml:mrow><mml:mn mathvariant="normal">1</mml:mn><mml:mo>-</mml:mo><mml:msub><mml:mi>A</mml:mi><mml:mrow><mml:mi>m</mml:mi><mml:mo>,</mml:mo><mml:mn mathvariant="normal">0</mml:mn></mml:mrow></mml:msub></mml:mrow></mml:mfenced><mml:msub><mml:mi>A</mml:mi><mml:mrow><mml:mi>m</mml:mi><mml:mo>,</mml:mo><mml:mi>n</mml:mi></mml:mrow></mml:msub></mml:mrow><mml:mrow><mml:msub><mml:mi>A</mml:mi><mml:mrow><mml:mi>m</mml:mi><mml:mo>,</mml:mo><mml:mn mathvariant="normal">0</mml:mn></mml:mrow></mml:msub><mml:mfenced close=")" open="("><mml:mrow><mml:mn mathvariant="normal">1</mml:mn><mml:mo>-</mml:mo><mml:msub><mml:mi>A</mml:mi><mml:mrow><mml:mi>m</mml:mi><mml:mo>,</mml:mo><mml:mi>n</mml:mi></mml:mrow></mml:msub></mml:mrow></mml:mfenced></mml:mrow></mml:mfrac></mml:mstyle><mml:mo>|</mml:mo><mml:msub><mml:mi mathvariant="italic">η</mml:mi><mml:mrow><mml:mi>m</mml:mi><mml:mo>,</mml:mo><mml:mi>n</mml:mi></mml:mrow></mml:msub><mml:msup><mml:mo>|</mml:mo><mml:mn mathvariant="normal">2</mml:mn></mml:msup></mml:mrow></mml:mtd></mml:mtr><mml:mtr><mml:mtd><mml:mstyle displaystyle="true" class="stylechange"/></mml:mtd><mml:mtd><mml:mrow><mml:mstyle displaystyle="true" class="stylechange"/><mml:mo>&gt;</mml:mo><mml:mn mathvariant="normal">1</mml:mn><mml:mo>-</mml:mo><mml:munder><mml:mo movablelimits="false">∑</mml:mo><mml:mrow><mml:mi>n</mml:mi><mml:mo>=</mml:mo><mml:mn mathvariant="normal">1</mml:mn></mml:mrow></mml:munder><mml:mstyle displaystyle="true"><mml:mfrac style="display"><mml:mrow><mml:mfenced open="(" close=")"><mml:mrow><mml:mn mathvariant="normal">1</mml:mn><mml:mo>-</mml:mo><mml:msub><mml:mi>A</mml:mi><mml:mrow><mml:mi>m</mml:mi><mml:mo>,</mml:mo><mml:mn mathvariant="normal">0</mml:mn></mml:mrow></mml:msub></mml:mrow></mml:mfenced><mml:msub><mml:mi>A</mml:mi><mml:mrow><mml:mi>m</mml:mi><mml:mo>,</mml:mo><mml:mi>n</mml:mi></mml:mrow></mml:msub><mml:mfenced open="(" close=")"><mml:mrow><mml:mi mathvariant="normal">ℜ</mml:mi><mml:mo>[</mml:mo><mml:msub><mml:mi mathvariant="italic">ρ</mml:mi><mml:mi>m</mml:mi></mml:msub><mml:mo>(</mml:mo><mml:mi>R</mml:mi><mml:mo>)</mml:mo><mml:mo>]</mml:mo><mml:mo>+</mml:mo><mml:mi>A</mml:mi><mml:mo>+</mml:mo><mml:mi>E</mml:mi><mml:msup><mml:mi mathvariant="italic">π</mml:mi><mml:mn mathvariant="normal">2</mml:mn></mml:msup><mml:msub><mml:mi>A</mml:mi><mml:mrow><mml:mi>m</mml:mi><mml:mo>,</mml:mo><mml:mi>n</mml:mi></mml:mrow></mml:msub></mml:mrow></mml:mfenced></mml:mrow><mml:mrow><mml:msub><mml:mi>A</mml:mi><mml:mrow><mml:mi>m</mml:mi><mml:mo>,</mml:mo><mml:mn mathvariant="normal">0</mml:mn></mml:mrow></mml:msub><mml:mfenced open="(" close=")"><mml:mrow><mml:mi mathvariant="normal">ℜ</mml:mi><mml:mo>[</mml:mo><mml:msub><mml:mi mathvariant="italic">ρ</mml:mi><mml:mi>m</mml:mi></mml:msub><mml:mo>(</mml:mo><mml:mi>R</mml:mi><mml:mo>)</mml:mo><mml:mo>]</mml:mo><mml:mo>+</mml:mo><mml:mi>A</mml:mi><mml:mo>+</mml:mo><mml:mi>E</mml:mi><mml:msup><mml:mi mathvariant="italic">π</mml:mi><mml:mn mathvariant="normal">2</mml:mn></mml:msup><mml:msub><mml:mi>A</mml:mi><mml:mrow><mml:mi>m</mml:mi><mml:mo>,</mml:mo><mml:mn mathvariant="normal">0</mml:mn></mml:mrow></mml:msub></mml:mrow></mml:mfenced><mml:mfenced open="(" close=")"><mml:mrow><mml:mn mathvariant="normal">1</mml:mn><mml:mo>-</mml:mo><mml:msub><mml:mi>A</mml:mi><mml:mrow><mml:mi>m</mml:mi><mml:mo>,</mml:mo><mml:mi>n</mml:mi></mml:mrow></mml:msub></mml:mrow></mml:mfenced></mml:mrow></mml:mfrac></mml:mstyle></mml:mrow></mml:mtd></mml:mtr><mml:mtr><mml:mtd><mml:mstyle displaystyle="true" class="stylechange"/></mml:mtd><mml:mtd><mml:mrow><mml:mstyle class="stylechange" displaystyle="true"/><mml:mo>|</mml:mo><mml:msub><mml:mi mathvariant="italic">η</mml:mi><mml:mrow><mml:mi>m</mml:mi><mml:mo>,</mml:mo><mml:mi>n</mml:mi></mml:mrow></mml:msub><mml:msup><mml:mo>|</mml:mo><mml:mn mathvariant="normal">2</mml:mn></mml:msup><mml:mo>=</mml:mo><mml:mn mathvariant="normal">0</mml:mn><mml:mo>.</mml:mo></mml:mrow></mml:mtd></mml:mtr></mml:mtable></mml:math></disp-formula>

          To prove <inline-formula><mml:math id="M444" display="inline"><mml:mrow><mml:mi mathvariant="normal">ℑ</mml:mi><mml:mo>[</mml:mo><mml:msub><mml:mi mathvariant="italic">ρ</mml:mi><mml:mi>m</mml:mi></mml:msub><mml:mo>(</mml:mo><mml:mi>R</mml:mi><mml:mo>)</mml:mo><mml:mo>]</mml:mo><mml:mo>≠</mml:mo><mml:mn mathvariant="normal">0</mml:mn></mml:mrow></mml:math></inline-formula>, we use the proof by contradiction. Direct calculation gives

              <disp-formula id="App1.Ch1.S2.Ex15"><mml:math id="M445" display="block"><mml:mrow><mml:mstyle displaystyle="true"><mml:mfrac style="display"><mml:mrow><mml:mfenced open="|" close="|"><mml:mrow><mml:mi mathvariant="normal">ℑ</mml:mi><mml:mo>[</mml:mo><mml:msub><mml:mi>d</mml:mi><mml:mrow><mml:mi>m</mml:mi><mml:mo>,</mml:mo><mml:mi>n</mml:mi></mml:mrow></mml:msub><mml:mo>]</mml:mo></mml:mrow></mml:mfenced></mml:mrow><mml:mrow><mml:mfenced open="|" close="|"><mml:mrow><mml:mi mathvariant="normal">ℜ</mml:mi><mml:mo>[</mml:mo><mml:msub><mml:mi>d</mml:mi><mml:mrow><mml:mi>m</mml:mi><mml:mo>,</mml:mo><mml:mi>n</mml:mi></mml:mrow></mml:msub><mml:mo>]</mml:mo></mml:mrow></mml:mfenced></mml:mrow></mml:mfrac></mml:mstyle><mml:mo>=</mml:mo><mml:mstyle displaystyle="true"><mml:mfrac style="display"><mml:mrow><mml:mfenced close="|" open="|"><mml:mrow><mml:mn mathvariant="normal">2</mml:mn><mml:mi mathvariant="italic">π</mml:mi><mml:mi mathvariant="normal">ℑ</mml:mi><mml:mo>[</mml:mo><mml:msub><mml:mi mathvariant="italic">ρ</mml:mi><mml:mi>m</mml:mi></mml:msub><mml:mo>(</mml:mo><mml:mi>R</mml:mi><mml:mo>)</mml:mo><mml:mo>]</mml:mo><mml:msub><mml:mi>A</mml:mi><mml:mrow><mml:mi>m</mml:mi><mml:mo>,</mml:mo><mml:mi>n</mml:mi></mml:mrow></mml:msub><mml:mo>-</mml:mo><mml:mn mathvariant="normal">2</mml:mn><mml:mi>a</mml:mi><mml:mi>m</mml:mi></mml:mrow></mml:mfenced></mml:mrow><mml:mrow><mml:mfenced close="|" open="|"><mml:mrow><mml:mn mathvariant="normal">2</mml:mn><mml:msup><mml:mi mathvariant="italic">π</mml:mi><mml:mn mathvariant="normal">3</mml:mn></mml:msup><mml:mi>E</mml:mi><mml:msubsup><mml:mi>A</mml:mi><mml:mrow><mml:mi>m</mml:mi><mml:mo>,</mml:mo><mml:mi>n</mml:mi></mml:mrow><mml:mn mathvariant="normal">2</mml:mn></mml:msubsup><mml:mo>+</mml:mo><mml:mn mathvariant="normal">2</mml:mn><mml:mi mathvariant="italic">π</mml:mi><mml:mo>(</mml:mo><mml:mi>A</mml:mi><mml:mo>+</mml:mo><mml:mi mathvariant="normal">ℜ</mml:mi><mml:mo>[</mml:mo><mml:msub><mml:mi mathvariant="italic">ρ</mml:mi><mml:mi>m</mml:mi></mml:msub><mml:mo>(</mml:mo><mml:mi>R</mml:mi><mml:mo>)</mml:mo><mml:mo>]</mml:mo><mml:mo>)</mml:mo><mml:msub><mml:mi>A</mml:mi><mml:mrow><mml:mi>m</mml:mi><mml:mo>,</mml:mo><mml:mi>n</mml:mi></mml:mrow></mml:msub></mml:mrow></mml:mfenced></mml:mrow></mml:mfrac></mml:mstyle><mml:mo>.</mml:mo></mml:mrow></mml:math></disp-formula>

        If <inline-formula><mml:math id="M446" display="inline"><mml:mrow><mml:mi mathvariant="normal">ℑ</mml:mi><mml:msub><mml:mi mathvariant="italic">ρ</mml:mi><mml:mi>m</mml:mi></mml:msub><mml:mo>(</mml:mo><mml:mi>R</mml:mi><mml:mo>)</mml:mo><mml:mo>=</mml:mo><mml:mn mathvariant="normal">0</mml:mn></mml:mrow></mml:math></inline-formula>, we can deduce that

              <disp-formula specific-use="align"><mml:math id="M447" display="block"><mml:mtable displaystyle="true"><mml:mtr><mml:mtd><mml:mstyle displaystyle="true" class="stylechange"/></mml:mtd><mml:mtd><mml:mrow><mml:mstyle displaystyle="true"><mml:mfrac style="display"><mml:mrow><mml:mfenced open="|" close="|"><mml:mrow><mml:mi mathvariant="normal">ℑ</mml:mi><mml:mo>[</mml:mo><mml:msub><mml:mi>d</mml:mi><mml:mrow><mml:mi>m</mml:mi><mml:mo>,</mml:mo><mml:mi>n</mml:mi></mml:mrow></mml:msub><mml:mo>]</mml:mo></mml:mrow></mml:mfenced></mml:mrow><mml:mrow><mml:mfenced open="|" close="|"><mml:mrow><mml:mi mathvariant="normal">ℜ</mml:mi><mml:mo>[</mml:mo><mml:msub><mml:mi>d</mml:mi><mml:mrow><mml:mi>m</mml:mi><mml:mo>,</mml:mo><mml:mi>n</mml:mi></mml:mrow></mml:msub><mml:mo>]</mml:mo></mml:mrow></mml:mfenced></mml:mrow></mml:mfrac></mml:mstyle><mml:mo>=</mml:mo><mml:mstyle displaystyle="true"><mml:mfrac style="display"><mml:mrow><mml:mfenced open="|" close="|"><mml:mrow><mml:mn mathvariant="normal">2</mml:mn><mml:mi>a</mml:mi><mml:mi>m</mml:mi></mml:mrow></mml:mfenced></mml:mrow><mml:mrow><mml:mfenced open="|" close="|"><mml:mrow><mml:mn mathvariant="normal">2</mml:mn><mml:msup><mml:mi mathvariant="italic">π</mml:mi><mml:mn mathvariant="normal">3</mml:mn></mml:msup><mml:mi>E</mml:mi><mml:msubsup><mml:mi>A</mml:mi><mml:mrow><mml:mi>m</mml:mi><mml:mo>,</mml:mo><mml:mi>n</mml:mi></mml:mrow><mml:mn mathvariant="normal">2</mml:mn></mml:msubsup><mml:mo>+</mml:mo><mml:mn mathvariant="normal">2</mml:mn><mml:mi mathvariant="italic">π</mml:mi><mml:mo>(</mml:mo><mml:mi>A</mml:mi><mml:mo>+</mml:mo><mml:mi mathvariant="normal">ℜ</mml:mi><mml:mo>[</mml:mo><mml:msub><mml:mi mathvariant="italic">ρ</mml:mi><mml:mi>m</mml:mi></mml:msub><mml:mo>(</mml:mo><mml:mi>R</mml:mi><mml:mo>)</mml:mo><mml:mo>]</mml:mo><mml:mo>)</mml:mo><mml:msub><mml:mi>A</mml:mi><mml:mrow><mml:mi>m</mml:mi><mml:mo>,</mml:mo><mml:mi>n</mml:mi></mml:mrow></mml:msub></mml:mrow></mml:mfenced></mml:mrow></mml:mfrac></mml:mstyle></mml:mrow></mml:mtd></mml:mtr><mml:mtr><mml:mtd><mml:mstyle class="stylechange" displaystyle="true"/></mml:mtd><mml:mtd><mml:mrow><mml:mstyle class="stylechange" displaystyle="true"/><mml:mo>&gt;</mml:mo><mml:mstyle displaystyle="true"><mml:mfrac style="display"><mml:mrow><mml:mfenced open="|" close="|"><mml:mrow><mml:mn mathvariant="normal">2</mml:mn><mml:mi>a</mml:mi><mml:mi>m</mml:mi></mml:mrow></mml:mfenced></mml:mrow><mml:mrow><mml:mfenced close="|" open="|"><mml:mrow><mml:mn mathvariant="normal">2</mml:mn><mml:msup><mml:mi mathvariant="italic">π</mml:mi><mml:mn mathvariant="normal">3</mml:mn></mml:msup><mml:mi>E</mml:mi><mml:msubsup><mml:mi>A</mml:mi><mml:mrow><mml:mi>m</mml:mi><mml:mo>,</mml:mo><mml:mi>n</mml:mi><mml:mo>+</mml:mo><mml:mn mathvariant="normal">1</mml:mn></mml:mrow><mml:mn mathvariant="normal">2</mml:mn></mml:msubsup><mml:mo>+</mml:mo><mml:mn mathvariant="normal">2</mml:mn><mml:mi mathvariant="italic">π</mml:mi><mml:mo>(</mml:mo><mml:mi>A</mml:mi><mml:mo>+</mml:mo><mml:mi mathvariant="normal">ℜ</mml:mi><mml:mo>[</mml:mo><mml:msub><mml:mi mathvariant="italic">ρ</mml:mi><mml:mi>m</mml:mi></mml:msub><mml:mo>(</mml:mo><mml:mi>R</mml:mi><mml:mo>)</mml:mo><mml:mo>]</mml:mo><mml:mo>)</mml:mo><mml:msub><mml:mi>A</mml:mi><mml:mrow><mml:mi>m</mml:mi><mml:mo>,</mml:mo><mml:mi>n</mml:mi><mml:mo>+</mml:mo><mml:mn mathvariant="normal">1</mml:mn></mml:mrow></mml:msub></mml:mrow></mml:mfenced></mml:mrow></mml:mfrac></mml:mstyle><mml:mo>=</mml:mo><mml:mstyle displaystyle="true"><mml:mfrac style="display"><mml:mrow><mml:mfenced open="|" close="|"><mml:mrow><mml:mi mathvariant="normal">ℑ</mml:mi><mml:mo>[</mml:mo><mml:msub><mml:mi>d</mml:mi><mml:mrow><mml:mi>m</mml:mi><mml:mo>,</mml:mo><mml:mi>n</mml:mi><mml:mo>+</mml:mo><mml:mn mathvariant="normal">1</mml:mn></mml:mrow></mml:msub><mml:mo>]</mml:mo></mml:mrow></mml:mfenced></mml:mrow><mml:mrow><mml:mfenced close="|" open="|"><mml:mrow><mml:mi mathvariant="normal">ℜ</mml:mi><mml:mo>[</mml:mo><mml:msub><mml:mi>d</mml:mi><mml:mrow><mml:mi>m</mml:mi><mml:mo>,</mml:mo><mml:mi>n</mml:mi><mml:mo>+</mml:mo><mml:mn mathvariant="normal">1</mml:mn></mml:mrow></mml:msub><mml:mo>]</mml:mo></mml:mrow></mml:mfenced></mml:mrow></mml:mfrac></mml:mstyle><mml:mo>,</mml:mo></mml:mrow></mml:mtd></mml:mtr></mml:mtable></mml:math></disp-formula>

          through which and combining the continuous fraction

              <disp-formula id="App1.Ch1.S2.Ex18"><mml:math id="M448" display="block"><mml:mrow><mml:mstyle displaystyle="true" class="stylechange"/><mml:mo>-</mml:mo><mml:msub><mml:mi>d</mml:mi><mml:mrow><mml:mi>m</mml:mi><mml:mo>,</mml:mo><mml:mn mathvariant="normal">0</mml:mn></mml:mrow></mml:msub><mml:mo>+</mml:mo><mml:mi>i</mml:mi><mml:mo>=</mml:mo><mml:mstyle displaystyle="true"><mml:mfrac style="display"><mml:mn mathvariant="normal">1</mml:mn><mml:mrow><mml:msub><mml:mi>d</mml:mi><mml:mn mathvariant="normal">1</mml:mn></mml:msub><mml:mo>+</mml:mo><mml:msub><mml:mi mathvariant="italic">ξ</mml:mi><mml:mrow><mml:mi>m</mml:mi><mml:mo>,</mml:mo><mml:mn mathvariant="normal">2</mml:mn></mml:mrow></mml:msub></mml:mrow></mml:mfrac></mml:mstyle><mml:mo>=</mml:mo><mml:mstyle displaystyle="true"><mml:mfrac style="display"><mml:mn mathvariant="normal">1</mml:mn><mml:mrow><mml:msub><mml:mi>d</mml:mi><mml:mrow><mml:mi>m</mml:mi><mml:mo>,</mml:mo><mml:mn mathvariant="normal">1</mml:mn></mml:mrow></mml:msub><mml:mo>+</mml:mo><mml:mstyle displaystyle="false"><mml:mfrac style="text"><mml:mn mathvariant="normal">1</mml:mn><mml:mrow><mml:msub><mml:mi>d</mml:mi><mml:mrow><mml:mi>m</mml:mi><mml:mo>,</mml:mo><mml:mn mathvariant="normal">2</mml:mn></mml:mrow></mml:msub><mml:mo>+</mml:mo><mml:msub><mml:mi mathvariant="italic">ξ</mml:mi><mml:mrow><mml:mi>m</mml:mi><mml:mo>,</mml:mo><mml:mn mathvariant="normal">3</mml:mn></mml:mrow></mml:msub></mml:mrow></mml:mfrac></mml:mstyle></mml:mrow></mml:mfrac></mml:mstyle></mml:mrow></mml:math></disp-formula>

        we get

              <disp-formula id="App1.Ch1.S2.Ex19"><mml:math id="M449" display="block"><mml:mrow><mml:mstyle displaystyle="true"><mml:mfrac style="display"><mml:mrow><mml:mfenced close="|" open="|"><mml:mrow><mml:mi mathvariant="normal">ℑ</mml:mi><mml:mo>[</mml:mo><mml:msub><mml:mi mathvariant="italic">η</mml:mi><mml:mrow><mml:mi>m</mml:mi><mml:mo>,</mml:mo><mml:mn mathvariant="normal">1</mml:mn></mml:mrow></mml:msub><mml:mo>]</mml:mo></mml:mrow></mml:mfenced></mml:mrow><mml:mrow><mml:mfenced close="|" open="|"><mml:mrow><mml:mi mathvariant="normal">ℜ</mml:mi><mml:mo>[</mml:mo><mml:msub><mml:mi mathvariant="italic">η</mml:mi><mml:mrow><mml:mi>m</mml:mi><mml:mo>,</mml:mo><mml:mn mathvariant="normal">1</mml:mn></mml:mrow></mml:msub><mml:mo>]</mml:mo></mml:mrow></mml:mfenced></mml:mrow></mml:mfrac></mml:mstyle><mml:mo>&lt;</mml:mo><mml:mstyle displaystyle="true"><mml:mfrac style="display"><mml:mrow><mml:mfenced close="|" open="|"><mml:mrow><mml:mi mathvariant="normal">ℑ</mml:mi><mml:mo>[</mml:mo><mml:msub><mml:mi>d</mml:mi><mml:mrow><mml:mi>m</mml:mi><mml:mo>,</mml:mo><mml:mn mathvariant="normal">1</mml:mn></mml:mrow></mml:msub><mml:mo>]</mml:mo></mml:mrow></mml:mfenced></mml:mrow><mml:mrow><mml:mfenced open="|" close="|"><mml:mrow><mml:mi mathvariant="normal">ℜ</mml:mi><mml:mo>[</mml:mo><mml:msub><mml:mi>d</mml:mi><mml:mrow><mml:mi>m</mml:mi><mml:mo>,</mml:mo><mml:mn mathvariant="normal">1</mml:mn></mml:mrow></mml:msub><mml:mo>]</mml:mo></mml:mrow></mml:mfenced></mml:mrow></mml:mfrac></mml:mstyle><mml:mo>,</mml:mo></mml:mrow></mml:math></disp-formula>

        i.e.,

              <disp-formula specific-use="align"><mml:math id="M450" display="block"><mml:mtable displaystyle="true"><mml:mtr><mml:mtd><mml:mstyle displaystyle="true" class="stylechange"/></mml:mtd><mml:mtd><mml:mrow><mml:mstyle displaystyle="true"><mml:mfrac style="display"><mml:mrow><mml:mfenced close="|" open="|"><mml:mrow><mml:mo>-</mml:mo><mml:mi mathvariant="normal">ℑ</mml:mi><mml:mo>[</mml:mo><mml:msub><mml:mi>d</mml:mi><mml:mrow><mml:mi>m</mml:mi><mml:mo>,</mml:mo><mml:mn mathvariant="normal">0</mml:mn></mml:mrow></mml:msub><mml:mo>]</mml:mo><mml:mo>+</mml:mo><mml:mi>i</mml:mi></mml:mrow></mml:mfenced></mml:mrow><mml:mrow><mml:mfenced close="|" open="|"><mml:mrow><mml:mo>-</mml:mo><mml:mi mathvariant="normal">ℜ</mml:mi><mml:mo>[</mml:mo><mml:msub><mml:mi>d</mml:mi><mml:mrow><mml:mi>m</mml:mi><mml:mo>,</mml:mo><mml:mn mathvariant="normal">0</mml:mn></mml:mrow></mml:msub><mml:mo>]</mml:mo></mml:mrow></mml:mfenced></mml:mrow></mml:mfrac></mml:mstyle><mml:mo>&lt;</mml:mo><mml:mstyle displaystyle="true"><mml:mfrac style="display"><mml:mrow><mml:mfenced close="|" open="|"><mml:mrow><mml:mi mathvariant="normal">ℑ</mml:mi><mml:mo>[</mml:mo><mml:msub><mml:mi>d</mml:mi><mml:mrow><mml:mi>m</mml:mi><mml:mo>,</mml:mo><mml:mn mathvariant="normal">1</mml:mn></mml:mrow></mml:msub><mml:mo>]</mml:mo></mml:mrow></mml:mfenced></mml:mrow><mml:mrow><mml:mfenced open="|" close="|"><mml:mrow><mml:mi mathvariant="normal">ℜ</mml:mi><mml:mo>[</mml:mo><mml:msub><mml:mi>d</mml:mi><mml:mrow><mml:mi>m</mml:mi><mml:mo>,</mml:mo><mml:mn mathvariant="normal">1</mml:mn></mml:mrow></mml:msub><mml:mo>]</mml:mo></mml:mrow></mml:mfenced></mml:mrow></mml:mfrac></mml:mstyle><mml:mo>⇒</mml:mo></mml:mrow></mml:mtd></mml:mtr><mml:mtr><mml:mtd><mml:mstyle class="stylechange" displaystyle="true"/></mml:mtd><mml:mtd><mml:mrow><mml:mstyle displaystyle="true"><mml:mfrac style="display"><mml:mrow><mml:mfenced open="|" close="|"><mml:mrow><mml:mo>-</mml:mo><mml:mi mathvariant="normal">ℑ</mml:mi><mml:mo>[</mml:mo><mml:msub><mml:mi>d</mml:mi><mml:mrow><mml:mi>m</mml:mi><mml:mo>,</mml:mo><mml:mn mathvariant="normal">0</mml:mn></mml:mrow></mml:msub><mml:mo>]</mml:mo><mml:mo>+</mml:mo><mml:mi>i</mml:mi></mml:mrow></mml:mfenced></mml:mrow><mml:mrow><mml:mfenced close="|" open="|"><mml:mrow><mml:mi mathvariant="normal">ℑ</mml:mi><mml:mo>[</mml:mo><mml:msub><mml:mi>d</mml:mi><mml:mrow><mml:mi>m</mml:mi><mml:mo>,</mml:mo><mml:mn mathvariant="normal">1</mml:mn></mml:mrow></mml:msub><mml:mo>]</mml:mo></mml:mrow></mml:mfenced></mml:mrow></mml:mfrac></mml:mstyle><mml:mo>&lt;</mml:mo><mml:mstyle displaystyle="true"><mml:mfrac style="display"><mml:mrow><mml:mfenced close="|" open="|"><mml:mrow><mml:mo>-</mml:mo><mml:mi mathvariant="normal">ℜ</mml:mi><mml:mo>[</mml:mo><mml:msub><mml:mi>d</mml:mi><mml:mrow><mml:mi>m</mml:mi><mml:mo>,</mml:mo><mml:mn mathvariant="normal">0</mml:mn></mml:mrow></mml:msub><mml:mo>]</mml:mo></mml:mrow></mml:mfenced></mml:mrow><mml:mrow><mml:mfenced open="|" close="|"><mml:mrow><mml:mi mathvariant="normal">ℜ</mml:mi><mml:mo>[</mml:mo><mml:msub><mml:mi>d</mml:mi><mml:mrow><mml:mi>m</mml:mi><mml:mo>,</mml:mo><mml:mn mathvariant="normal">1</mml:mn></mml:mrow></mml:msub><mml:mo>]</mml:mo></mml:mrow></mml:mfenced></mml:mrow></mml:mfrac></mml:mstyle><mml:mo>⇒</mml:mo></mml:mrow></mml:mtd></mml:mtr><mml:mtr><mml:mtd><mml:mstyle displaystyle="true" class="stylechange"/></mml:mtd><mml:mtd><mml:mrow><mml:mstyle displaystyle="true" class="stylechange"/><mml:mn mathvariant="normal">1</mml:mn><mml:mo>&lt;</mml:mo><mml:mstyle displaystyle="true"><mml:mfrac style="display"><mml:mrow><mml:mfenced open="|" close="|"><mml:mrow><mml:mn mathvariant="normal">2</mml:mn><mml:mi>a</mml:mi><mml:mi>m</mml:mi><mml:mo>+</mml:mo><mml:mn mathvariant="normal">1</mml:mn></mml:mrow></mml:mfenced></mml:mrow><mml:mrow><mml:mfenced open="|" close="|"><mml:mrow><mml:mn mathvariant="normal">2</mml:mn><mml:mi>a</mml:mi><mml:mi>m</mml:mi></mml:mrow></mml:mfenced></mml:mrow></mml:mfrac></mml:mstyle><mml:mo>&lt;</mml:mo><mml:mstyle displaystyle="true"><mml:mfrac style="display"><mml:mrow><mml:mn mathvariant="normal">2</mml:mn><mml:msup><mml:mi mathvariant="italic">π</mml:mi><mml:mn mathvariant="normal">3</mml:mn></mml:msup><mml:mi>E</mml:mi><mml:msubsup><mml:mi>A</mml:mi><mml:mrow><mml:mi>m</mml:mi><mml:mo>,</mml:mo><mml:mn mathvariant="normal">0</mml:mn></mml:mrow><mml:mn mathvariant="normal">2</mml:mn></mml:msubsup><mml:mo>+</mml:mo><mml:mn mathvariant="normal">2</mml:mn><mml:mi mathvariant="italic">π</mml:mi><mml:mo>(</mml:mo><mml:mi>A</mml:mi><mml:mo>+</mml:mo><mml:mi mathvariant="normal">ℜ</mml:mi><mml:mo>[</mml:mo><mml:msub><mml:mi mathvariant="italic">ρ</mml:mi><mml:mi>m</mml:mi></mml:msub><mml:mo>(</mml:mo><mml:mi>R</mml:mi><mml:mo>)</mml:mo><mml:mo>]</mml:mo><mml:mo>)</mml:mo><mml:msub><mml:mi>A</mml:mi><mml:mrow><mml:mi>m</mml:mi><mml:mo>,</mml:mo><mml:mn mathvariant="normal">0</mml:mn></mml:mrow></mml:msub></mml:mrow><mml:mrow><mml:mn mathvariant="normal">2</mml:mn><mml:msup><mml:mi mathvariant="italic">π</mml:mi><mml:mn mathvariant="normal">3</mml:mn></mml:msup><mml:mi>E</mml:mi><mml:msubsup><mml:mi>A</mml:mi><mml:mrow><mml:mi>m</mml:mi><mml:mo>,</mml:mo><mml:mn mathvariant="normal">1</mml:mn></mml:mrow><mml:mn mathvariant="normal">2</mml:mn></mml:msubsup><mml:mo>+</mml:mo><mml:mn mathvariant="normal">2</mml:mn><mml:mi mathvariant="italic">π</mml:mi><mml:mo>(</mml:mo><mml:mi>A</mml:mi><mml:mo>+</mml:mo><mml:mi mathvariant="normal">ℜ</mml:mi><mml:mo>[</mml:mo><mml:msub><mml:mi mathvariant="italic">ρ</mml:mi><mml:mi>m</mml:mi></mml:msub><mml:mo>(</mml:mo><mml:mi>R</mml:mi><mml:mo>)</mml:mo><mml:mo>]</mml:mo><mml:mo>)</mml:mo><mml:msub><mml:mi>A</mml:mi><mml:mrow><mml:mi>m</mml:mi><mml:mo>,</mml:mo><mml:mn mathvariant="normal">1</mml:mn></mml:mrow></mml:msub></mml:mrow></mml:mfrac></mml:mstyle><mml:mo>&lt;</mml:mo><mml:mn mathvariant="normal">1</mml:mn><mml:mo>,</mml:mo></mml:mrow></mml:mtd></mml:mtr></mml:mtable></mml:math></disp-formula>

          which leads to a contradiction. Hence, <inline-formula><mml:math id="M451" display="inline"><mml:mrow><mml:mi mathvariant="normal">ℑ</mml:mi><mml:mo>[</mml:mo><mml:msub><mml:mi mathvariant="italic">ρ</mml:mi><mml:mi>m</mml:mi></mml:msub><mml:mo>(</mml:mo><mml:mi>R</mml:mi><mml:mo>)</mml:mo><mml:mo>]</mml:mo><mml:mo>≠</mml:mo><mml:mn mathvariant="normal">0</mml:mn><mml:mo>.</mml:mo></mml:mrow></mml:math></inline-formula></p><?xmltex \hack{\clearpage}?>
</app>
  </app-group><notes notes-type="authorcontribution"><title>Author contributions</title>

      <p id="d1e14647">CK perceived the model for TC genesis. QW carried out mathematical proofs related to transition dynamics. AV conducted numerical calculations. All authors contribute to the writing and the analyses of this work.</p>
  </notes><notes notes-type="competinginterests"><title>Competing interests</title>

      <p id="d1e14653">The authors declare that no competing interests are present.</p>
  </notes><ack><title>Acknowledgements</title><p id="d1e14659">This research was partially supported by the ONR's Young Investigator Program (N000141812588) and the Indiana University Grand Challenge Initiative. We would like to thank  Shouhong Wang (Indiana University) for his various suggestions and comments on the dynamical transition framework and interpretations.</p></ack><notes notes-type="financialsupport"><title>Financial support</title>

      <p id="d1e14664">This research has been supported by the Office of Naval Research (grant no. N000141812588).</p>
  </notes><notes notes-type="reviewstatement"><title>Review statement</title>

      <p id="d1e14670">This paper was edited by Mathias Palm and reviewed by Daniel Chavas and Alex Gonzalez.</p>
  </notes><ref-list>
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<abstract-html><p>This study examines the formation of tropical cyclones (TCs) from the large-scale perspective. Using the nonlinear dynamical transition framework recently developed by Ma and Wang, it is shown that the large-scale formation of TCs can be understood as a result of the principle of exchange of stabilities in the barotropic model for the intertropical convergence zone (ITCZ). Analyses of the transition dynamics at the critical point reveal that the maximum number of TC disturbances that the Earth's tropical atmosphere can support at any instant of time has an upper bound of  ∼ 12 for current atmospheric conditions. Additional numerical estimation of the transition structure on the central manifold at the critical point of the ITCZ model confirms this important finding, which offers an explanation for a fundamental question of why the Earth's atmosphere can support a limited number of TCs globally each year.</p></abstract-html>
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