<?xml version="1.0" encoding="UTF-8"?><!DOCTYPE article PUBLIC "-//NLM//DTD Journal Publishing DTD v3.0 20080202//EN" "http://dtd.nlm.nih.gov/publishing/3.0/journalpublishing3.dtd">
<article xmlns:mml="http://www.w3.org/1998/Math/MathML" xmlns:xlink="http://www.w3.org/1999/xlink" dtd-version="3.0" xml:lang="en" article-type="research article">
 <front>
  <journal-meta>
   <journal-id journal-id-type="publisher-id">
    ojmsi
   </journal-id>
   <journal-title-group>
    <journal-title>
     Open Journal of Modelling and Simulation
    </journal-title>
   </journal-title-group>
   <issn pub-type="epub">
    2327-4018
   </issn>
   <issn publication-format="print">
    2327-4026
   </issn>
   <publisher>
    <publisher-name>
     Scientific Research Publishing
    </publisher-name>
   </publisher>
  </journal-meta>
  <article-meta>
   <article-id pub-id-type="doi">
    10.4236/ojmsi.2025.134013
   </article-id>
   <article-id pub-id-type="publisher-id">
    ojmsi-146698
   </article-id>
   <article-categories>
    <subj-group subj-group-type="heading">
     <subject>
      Articles
     </subject>
    </subj-group>
    <subj-group subj-group-type="Discipline-v2">
     <subject>
      Physics 
     </subject>
     <subject>
       Mathematics
     </subject>
    </subj-group>
   </article-categories>
   <title-group>
    Model of Atlantic Meridional Ocean Circulation and Dansgaard-Oeschger Cycles
   </title-group>
   <contrib-group>
    <contrib contrib-type="author" xlink:type="simple">
     <name name-style="western">
      <surname>
       Rui
      </surname>
      <given-names>
       Wang
      </given-names>
     </name>
    </contrib>
   </contrib-group> 
   <aff id="affnull">
    <addr-line>
     aSchool of Mathematical Sciences, Fudan University, Shanghai, China
    </addr-line> 
   </aff> 
   <pub-date pub-type="epub">
    <day>
     29
    </day> 
    <month>
     08
    </month>
    <year>
     2025
    </year>
   </pub-date> 
   <volume>
    13
   </volume> 
   <issue>
    04
   </issue>
   <fpage>
    211
   </fpage>
   <lpage>
    235
   </lpage>
   <history>
    <date date-type="received">
     <day>
      22,
     </day>
     <month>
      September
     </month>
     <year>
      2025
     </year>
    </date>
    <date date-type="published">
     <day>
      25,
     </day>
     <month>
      September
     </month>
     <year>
      2025
     </year> 
    </date> 
    <date date-type="accepted">
     <day>
      25,
     </day>
     <month>
      October
     </month>
     <year>
      2025
     </year> 
    </date>
   </history>
   <permissions>
    <copyright-statement>
     © Copyright 2014 by authors and Scientific Research Publishing Inc. 
    </copyright-statement>
    <copyright-year>
     2014
    </copyright-year>
    <license>
     <license-p>
      This work is licensed under the Creative Commons Attribution International License (CC BY). http://creativecommons.org/licenses/by/4.0/
     </license-p>
    </license>
   </permissions>
   <abstract>
    We use a three-box Stommel model not only to study the expected trajectory of the Atlantic Meridional Overturning Circulation (AMOC), but also to determine the mechanisms underlying Dansgaard-Oeschger (D-O) cycles. By constructing this enhanced model framework, we demonstrate that the inclusion of a third-box accounting for global freshwater influences potentially accelerates the AMOC collapse timeline compared to conventional two-box model predictions. Regarding D-O cycles, our analysis identifies multidecadal variability in AMOC dynamics and the polar see-saw hypothesis (where hemispheric glaciation/destruction requires prolonged temporal lag to manifest reciprocal effects) as primary mechanisms. Through temporal lag implementation in our three-box model, we successfully reproduced characteristic D-O cycle patterns, proposing a novel explanatory framework for these paleoclimatic oscillations. This modeling approach bridges freshwater forcing, AMOC instability, and abrupt climate transitions during glacial periods.
   </abstract>
   <kwd-group> 
    <kwd>
     Stommel Model
    </kwd> 
    <kwd>
      AMOC
    </kwd> 
    <kwd>
      Dansgaard-Oeschger Cycles
    </kwd> 
    <kwd>
      Temporal Lag
    </kwd>
   </kwd-group>
  </article-meta>
 </front>
 <body>
  <sec id="s1">
   <title>1. Introduction</title>
   <p>In this paper, we primarily address two key research questions: the projected trajectory of AMOC and the construction and mechanistic analysis of D-O event models.</p>
   <sec id="s1_1">
    <title>
     <xref ref-type="bibr" rid="scirp.146698-"></xref>1.1. Introduction of AMOC and Dansgaard-Oeschger Cycles</title>
    <p>The Atlantic Meridional Overturning Circulation (AMOC) is an ocean current system transporting warm water in the upper 1 km of the Atlantic Ocean from the tropics towards the North Atlantic, where it cools, becomes denser, sinks, and returns southwards at depth between 2 - 3 km at the magnitude of 20 Sverdrups (Sv) <xref ref-type="bibr" rid="scirp.146698-1">
      [1]
     </xref> (see <xref ref-type="fig" rid="fig1">
      Figure 1
     </xref> for sea surface temperatures of the North Atlantic). This circulation regulates global climate by distributing heat, influencing weather patterns and marine ecosystems across the world <xref ref-type="bibr" rid="scirp.146698-2">
      [2]
     </xref>-<xref ref-type="bibr" rid="scirp.146698-5">
      [5]
     </xref>.</p>
    <fig id="fig1" position="float">
     <label>Figure 1</label>
     <caption>
      <title>
       <xref ref-type="bibr" rid="scirp.146698-"></xref>Figure 1. Sea surface temperatures of the North Atlantic <xref ref-type="bibr" rid="scirp.146698-6">
        [6]
       </xref>.</title>
     </caption>
     <graphic mimetype="image" position="float" xlink:type="simple" xlink:href="https://html.scirp.org/file/2860335-rId15.jpeg?20251028020246" />
    </fig>
    <p>Dansgaard-Oeschger (D-O) events are millennial-scale climatic oscillations (1470 - 3000 year intervals) observed in Greenland ice cores <xref ref-type="bibr" rid="scirp.146698-7">
      [7]
     </xref>-<xref ref-type="bibr" rid="scirp.146698-10">
      [10]
     </xref>. These events consist of abrupt spike-like events with temperatures jumping up to 8˚C - 16˚C over several decades, which continues for centuries, followed by slow cooling <xref ref-type="bibr" rid="scirp.146698-11">
      [11]
     </xref>. Key lines of evidence include isotopic δ18O shifts in ice cores from Greenland, such as GISP2 and matched temporal changes in methane levels across the entire hemisphere, indicating atmospheric responses to large-scale events (115 - 12 ka) (see <xref ref-type="fig" rid="fig2">
      Figure 2
     </xref>).</p>
    <fig id="fig2" position="float">
     <label>Figure 2</label>
     <caption>
      <title>
       <xref ref-type="bibr" rid="scirp.146698-"></xref>Figure 2. Lsotope data for Antarctic and Greenland ice cores.</title>
     </caption>
     <graphic mimetype="image" position="float" xlink:type="simple" xlink:href="https://html.scirp.org/file/2860335-rId16.jpeg?20251028020245" />
    </fig>
    <p>The polar see-saw is the phenomenon that temperature changes in the northern and southern hemispheres may be out of phase <xref ref-type="bibr" rid="scirp.146698-12">
      [12]
     </xref>-<xref ref-type="bibr" rid="scirp.146698-14">
      [14]
     </xref>. The polar see-saw hypothesis posits that when glaciation intensifies or depletes, it requires substantial time to exert impacts on the opposite hemisphere. We consider the polar see-saw hypothesis as one of the crucial factors in the formation of Dansgaard-Oeschger cycles.</p>
   </sec>
   <sec id="s1_2">
    <title>
     <xref ref-type="bibr" rid="scirp.146698-"></xref>1.2. Related Works</title>
    <p>Recent research has uncovered swift reductions in the strength of the Atlantic Meridional Overturning Circulation (AMOC) based on both current observations and analyses <xref ref-type="bibr" rid="scirp.146698-15">
      [15]
     </xref>-<xref ref-type="bibr" rid="scirp.146698-18">
      [18]
     </xref>, and multiple studies utilizing models have assessed the AMOC and predicted that it could collapse <xref ref-type="bibr" rid="scirp.146698-19">
      [19]
     </xref>-<xref ref-type="bibr" rid="scirp.146698-25">
      [25]
     </xref>. Many researchers have explored the AMOC using Stommel-type models. In <xref ref-type="bibr" rid="scirp.146698-26">
      [26]
     </xref>, the authors employed the two-box Stommel Model by dividing the North Atlantic into two boxes (high-latitude and low-latitude) and examined certain properties. However, this model neglects the presence of other global oceans, particularly the Pacific. Observational evidence of global thermohaline circulation pathways also reveals interactions between the South Atlantic and the Pacific. Subsequently, Stommel’s three-box model <xref ref-type="bibr" rid="scirp.146698-27">
      [27]
     </xref>, Stommel’s four-box model <xref ref-type="bibr" rid="scirp.146698-28">
      [28]
     </xref> and Stommel’s six-box model <xref ref-type="bibr" rid="scirp.146698-29">
      [29]
     </xref> were developed to simulate a self-sustained oscillatory circulation of AMOC.</p>
    <p>Many of the climate signals observed across global systems are predominantly attributable to AMOC variability modulated by freshwater forcing anomalies <xref ref-type="bibr" rid="scirp.146698-30">
      [30]
     </xref>. In <xref ref-type="bibr" rid="scirp.146698-31">
      [31]
     </xref> <xref ref-type="bibr" rid="scirp.146698-32">
      [32]
     </xref>, the author suggested that the D-O cycles were caused by multiple equilibrium or variations in the strength of AMOC. Subsequently, in <xref ref-type="bibr" rid="scirp.146698-33">
      [33]
     </xref> <xref ref-type="bibr" rid="scirp.146698-34">
      [34]
     </xref>, the authors suggested that the AMOC changes are promoted by variations in the Arctic ice sheet runoff, while freshwater runs into the North Atlantic might occur in association with changes of the ice margin, respectively. Then, in <xref ref-type="bibr" rid="scirp.146698-35">
      [35]
     </xref>, the authors provide a simple explanation for D-O cycles by employing the freshwater starvation mechanism: a strong AMOC elevates temperatures, increasing freshwater runoff into the Arctic. This progressively freshens the water until the salinity entering the North Atlantic drops low enough to trigger a transition of the AMOC into a weaker state. In this weakened state, colder temperatures over the ice sheet reduce freshwater input to the Arctic, allowing salinity to rise. This eventually drives the AMOC back to a stronger state.</p>
    <p>However, there exists an issue with the model used in <xref ref-type="bibr" rid="scirp.146698-35">
      [35]
     </xref>, i.e., it does not consider the large time lag associated with D-O events, such that decades after the sudden AMOC strengthens and causes more freshwater input into the North Atlantic, it takes about a century longer before this larger freshwater input influences the AMOC again. The original publication neglected these time lags. We analyze this aspect in detail in Section 4.</p>
    <p>Notably, authors in <xref ref-type="bibr" rid="scirp.146698-36">
      [36]
     </xref> have introduced temporal lag to establish a self-sustained oscillatory AMOC model. Starting from the deterministic two-box Stommel model, the authors introduced a key modification: the assumption of an approximately 25-year delay in the freshwater input response to AMOC strength changes. This inclusion of a time delay endowed the previously deterministic system with intrinsic oscillatory behavior, mimicking the periodicity of D-O events. Motivated by this, we postulate that analogous mechanisms governing persistent periodicity may exist in D-O cycles.</p>
   </sec>
   <sec id="s1_3">
    <title>
     <xref ref-type="bibr" rid="scirp.146698-"></xref>1.3. Our Contributions</title>
    <p>Our paper focuses on two issues: the model simulation of the present-day AMOC and the model simulation of the D-O cycles. Both frameworks are developed upon the three-box Stommel model architecture. Our contributions are listed as follows:</p>
    <p>1) In the examination of today’s AMOC, a new box to represent the whole global ocean was added in our exploration, and we took the 3-box Stommel model with the earth-sized third box to probe the AMOC variation. Meanwhile, we verify the stability of the proposed system and apply Matlab to show that the third box makes sufficient influence on the steady state solution of AMOC.</p>
    <p>2) In our investigation of D-O cycles, we begin our work by employing the three-box Stommel model to study these cycles. We consider the polar see-saw hypothesis equally vital in the formation of Dansgaard-Oeschger cycles. Using the three-box Stommel model to simulate AMOC, we incorporated temporal lag to replicate this delayed effect, with a characteristic temporal lag of 300 years. Notably, existing models of D-O cycles have universally omitted temporal lag considerations. We successfully reproduced Dansgaard-Oeschger cycles, thereby proposing a new explanatory framework for this phenomenon.</p>
   </sec>
   <sec id="s1_4">
    <title>
     <xref ref-type="bibr" rid="scirp.146698-"></xref>1.4. Outline of Our Paper</title>
    <p>The rest of the paper is organized as follows. We will introduce the two-box Stommel Model in Section 2. In Section 3, we will construct a three-box Stommel model pertaining to AMOC and investigate its steady states and changing trends. In Section 4, we will develop a model for Dansgaard-Oeschger (D-O) events based on the three-box Stommel framework to elucidate the underlying mechanisms of D-O events. Sections 3 and 4 constitute parallel components of the study design.</p>
   </sec>
   <sec id="s1_5">
    <title>
     <xref ref-type="bibr" rid="scirp.146698-"></xref>1.5. Parameters and Variables</title>
    <p>Here, we introduced some parameters and variables for the present work, which will be employed throughout this paper.</p>
    <table class="MsoTableGrid custom-table" border="0" cellspacing="0" cellpadding="0"> 
     <tr> 
      <td class="custom-bottom-td custom-top-td acenter" width="23.08%"><p style="text-align:center">Variable Name</p></td> 
      <td class="custom-bottom-td custom-top-td acenter" width="30.65%"><p style="text-align:center">Variable Unit</p></td> 
      <td class="custom-bottom-td custom-top-td acenter" width="46.28%"><p style="text-align:center">Variable Meaning</p></td> 
     </tr> 
     <tr> 
      <td class="custom-top-td acenter" width="23.08%"><p style="text-align:center">q</p></td> 
      <td class="custom-top-td acenter" width="30.65%"><p style="text-align:center">Sv (10<sup>6</sup> × m<sup>3</sup>/s)</p></td> 
      <td class="custom-top-td acenter" width="46.28%"><p style="text-align:center">strength of ocean current</p></td> 
     </tr> 
     <tr> 
      <td class="acenter" width="23.08%"><p style="text-align:center"> 
        <math xmlns="http://www.w3.org/1998/Math/MathML"> <mi>
           ρ 
         </mi> 
        </math></p></td> 
      <td class="acenter" width="30.65%"><p style="text-align:center">kg/m<sup>3</sup></p></td> 
      <td class="acenter" width="46.28%"><p style="text-align:center">density</p></td> 
     </tr> 
     <tr> 
      <td class="acenter" width="23.08%"><p style="text-align:center">v</p></td> 
      <td class="acenter" width="30.65%"><p style="text-align:center">m<sup>3</sup></p></td> 
      <td class="acenter" width="46.28%"><p style="text-align:center">volume of the ocean</p></td> 
     </tr> 
     <tr> 
      <td class="acenter" width="23.08%"><p style="text-align:center">T</p></td> 
      <td class="acenter" width="30.65%"><p style="text-align:center">K</p></td> 
      <td class="acenter" width="46.28%"><p style="text-align:center">temperature of the ocean</p></td> 
     </tr> 
     <tr> 
      <td class="custom-top-td acenter" width="23.08%"><p style="text-align:center">c</p></td> 
      <td class="custom-top-td acenter" width="30.65%"><p style="text-align:center">K</p></td> 
      <td class="custom-top-td acenter" width="46.28%"><p style="text-align:center">temperature of the environment</p></td> 
     </tr> 
     <tr> 
      <td class="acenter" width="23.08%"><p style="text-align:center">t</p></td> 
      <td class="acenter" width="30.65%"><p style="text-align:center">year</p></td> 
      <td class="acenter" width="46.28%"><p style="text-align:center">time</p></td> 
     </tr> 
     <tr> 
      <td class="acenter" width="23.08%"><p style="text-align:center">S</p></td> 
      <td class="acenter" width="30.65%"><p style="text-align:center">ppt</p></td> 
      <td class="acenter" width="46.28%"><p style="text-align:center">salinity</p></td> 
     </tr> 
     <tr> 
      <td class="acenter" width="23.08%"><p style="text-align:center"> 
        <math xmlns="http://www.w3.org/1998/Math/MathML"> <mrow> 
          <msub> 
           <mi>
             F 
           </mi> 
           <mi>
             s 
           </mi> 
          </msub> 
         </mrow> 
        </math></p></td> 
      <td class="acenter" width="30.65%"><p style="text-align:center">m/year</p></td> 
      <td class="acenter" width="46.28%"><p style="text-align:center">freshwater forcing</p></td> 
     </tr> 
     <tr> 
      <td class="acenter" width="23.08%"><p style="text-align:center"> 
        <math xmlns="http://www.w3.org/1998/Math/MathML"> <mrow> 
          <msub> 
           <mi>
             α 
           </mi> 
           <mi>
             t 
           </mi> 
          </msub> 
          <mrow> 
           <mo>
             ( 
           </mo> 
           <mrow> 
            <mo>
              = 
            </mo> 
            <mn>
              0.2 
            </mn> 
           </mrow> 
           <mo>
             ) 
           </mo> 
          </mrow> 
         </mrow> 
        </math></p></td> 
      <td class="acenter" width="30.65%"><p style="text-align:center">(kg/m<sup>3</sup>)K<sup>−</sup><sup>1</sup></p></td> 
      <td class="acenter" width="46.28%"><p style="text-align:center">constant</p></td> 
     </tr> 
     <tr> 
      <td class="acenter" width="23.08%"><p style="text-align:center"> 
        <math xmlns="http://www.w3.org/1998/Math/MathML"> <mrow> 
          <msub> 
           <mi>
             β 
           </mi> 
           <mi>
             s 
           </mi> 
          </msub> 
          <mrow> 
           <mo>
             ( 
           </mo> 
           <mrow> 
            <mo>
              = 
            </mo> 
            <mn>
              0.8 
            </mn> 
           </mrow> 
           <mo>
             ) 
           </mo> 
          </mrow> 
         </mrow> 
        </math></p></td> 
      <td class="acenter" width="30.65%"><p style="text-align:center">(kg/m<sup>3</sup>)ppt<sup>−</sup><sup>1</sup></p></td> 
      <td class="acenter" width="46.28%"><p style="text-align:center">constant</p></td> 
     </tr> 
     <tr> 
      <td class="acenter" width="23.08%"><p style="text-align:center">k</p></td> 
      <td class="acenter" width="30.65%"><p style="text-align:center">(m<sup>3</sup>/s)/(kg/m<sup>3</sup>)</p></td> 
      <td class="acenter" width="46.28%"><p style="text-align:center">constant</p></td> 
     </tr> 
     <tr> 
      <td class="acenter" width="23.08%"><p style="text-align:center">R</p></td> 
      <td class="acenter" width="30.65%"><p style="text-align:center">m<sup>3</sup>/s</p></td> 
      <td class="acenter" width="46.28%"><p style="text-align:center">runoff rate</p></td> 
     </tr> 
     <tr> 
      <td class="acenter" width="23.08%"><p style="text-align:center">r</p></td> 
      <td class="acenter" width="30.65%"><p style="text-align:center">m<sup>3</sup>/s</p></td> 
      <td class="acenter" width="46.28%"><p style="text-align:center">speed of heat conducting into water</p></td> 
     </tr> 
     <tr> 
      <td class="custom-bottom-td acenter" width="23.08%"><p style="text-align:center">d</p></td> 
      <td class="custom-bottom-td acenter" width="30.65%"><p style="text-align:center">year</p></td> 
      <td class="custom-bottom-td acenter" width="46.28%"><p style="text-align:center">temporal lag</p></td> 
     </tr> 
    </table>
    <p>Remark: Given the extensive set of variables, we suppress the subscripts of variables in the table. Subscripts will be introduced to variable names in the following text. This notation is adopted for clarity and does not alter the definition of the variables. As an illustration, Section 4 uses 
     <math xmlns="http://www.w3.org/1998/Math/MathML"> <mrow> 
       <msub> 
        <mi>
          v 
        </mi> 
        <mn>
          1 
        </mn> 
       </msub> 
       <mo>
         , 
       </mo> 
       <msub> 
        <mi>
          v 
        </mi> 
        <mn>
          2 
        </mn> 
       </msub> 
       <mo>
         , 
       </mo> 
       <msub> 
        <mi>
          v 
        </mi> 
        <mn>
          3 
        </mn> 
       </msub> 
      </mrow> 
     </math> to represent the volume of the Arctic Ocean, the subpolar North Atlantic, and the subtropical North Atlantic, respectively.</p>
    <sec id="s1">
     <title>
      <xref ref-type="bibr" rid="scirp.146698-"></xref>2. Preliminaries</title>
     <p>The Stommel two-box model <xref ref-type="bibr" rid="scirp.146698-37">
       [37]
      </xref> is one of the first mathematical formalism employed to study the dynamical characteristics of AMOC to nonlinear climate forcings. This section references the work in <xref ref-type="bibr" rid="scirp.146698-26">
       [26]
      </xref> and sketches its main derivations and analytical results relative to the tipping point behaviour.</p>
    </sec>
    <sec id="s2_6">
     <title>
      <xref ref-type="bibr" rid="scirp.146698-"></xref>2.1. The Formulation of Two-Box Stommel Sodel</title>
     <p>We divide the Atlantic into two vertically mixed boxes: the high latitudes part of the Atlantic Ocean, the red box, and the low latitudes one. They are connected by AMOC-driven volume transport 
      <math xmlns="http://www.w3.org/1998/Math/MathML"> <mi>
         q 
       </mi> 
      </math>. The circulation is governed by the density difference:</p>
     <p>
      <math xmlns="http://www.w3.org/1998/Math/MathML"> <mrow> 
        <mi>
          q 
        </mi> 
        <mo>
          = 
        </mo> 
        <mi>
          k 
        </mi> 
        <mrow> 
         <mo>
           ( 
         </mo> 
         <mrow> 
          <msub> 
           <mi>
             ρ 
           </mi> 
           <mn>
             1 
           </mn> 
          </msub> 
          <mo>
            − 
          </mo> 
          <msub> 
           <mi>
             ρ 
           </mi> 
           <mn>
             2 
           </mn> 
          </msub> 
         </mrow> 
         <mo>
           ) 
         </mo> 
        </mrow> 
        <mo>
          = 
        </mo> 
        <mi>
          k 
        </mi> 
        <mrow> 
         <mo>
           ( 
         </mo> 
         <mrow> 
          <mo>
            − 
          </mo> 
          <msub> 
           <mi>
             α 
           </mi> 
           <mi>
             t 
           </mi> 
          </msub> 
          <mtext>
            Δ 
          </mtext> 
          <mi>
            T 
          </mi> 
          <mo>
            + 
          </mo> 
          <msub> 
           <mi>
             β 
           </mi> 
           <mi>
             s 
           </mi> 
          </msub> 
          <mtext>
            Δ 
          </mtext> 
          <mi>
            S 
          </mi> 
         </mrow> 
         <mo>
           ) 
         </mo> 
        </mrow> 
        <mo>
          , 
        </mo> 
       </mrow> 
      </math> (1)</p>
     <p>where 
      <math xmlns="http://www.w3.org/1998/Math/MathML"> <mrow> 
        <mtext>
          Δ 
        </mtext> 
        <mi>
          T 
        </mi> 
        <mo>
          = 
        </mo> 
        <msub> 
         <mi>
           T 
         </mi> 
         <mn>
           1 
         </mn> 
        </msub> 
        <mo>
          − 
        </mo> 
        <msub> 
         <mi>
           T 
         </mi> 
         <mn>
           2 
         </mn> 
        </msub> 
        <mo>
          &lt; 
        </mo> 
        <mn>
          0 
        </mn> 
       </mrow> 
      </math> (fixed temperature gradient), 
      <math xmlns="http://www.w3.org/1998/Math/MathML"> <mrow> 
        <mtext>
          Δ 
        </mtext> 
        <mi>
          S 
        </mi> 
        <mo>
          = 
        </mo> 
        <msub> 
         <mi>
           S 
         </mi> 
         <mn>
           1 
         </mn> 
        </msub> 
        <mo>
          − 
        </mo> 
        <msub> 
         <mi>
           S 
         </mi> 
         <mn>
           2 
         </mn> 
        </msub> 
       </mrow> 
      </math> (salinity difference), and 
      <math xmlns="http://www.w3.org/1998/Math/MathML"> <mi>
         k 
       </mi> 
      </math> is a proportionality constant.</p>
    </sec>
    <sec id="s2_7">
     <title>
      <xref ref-type="bibr" rid="scirp.146698-"></xref>2.2. Salt Budget Equations</title>
     <p>Assuming equal box volumes 
      <math xmlns="http://www.w3.org/1998/Math/MathML"> <mrow> 
        <msub> 
         <mi>
           v 
         </mi> 
         <mn>
           1 
         </mn> 
        </msub> 
        <mo>
          = 
        </mo> 
        <msub> 
         <mi>
           v 
         </mi> 
         <mn>
           2 
         </mn> 
        </msub> 
        <mo>
          = 
        </mo> 
        <mi>
          v 
        </mi> 
       </mrow> 
      </math>, the salt conservation equations under freshwater forcing 
      <math xmlns="http://www.w3.org/1998/Math/MathML"> <mrow> 
        <msub> 
         <mi>
           F 
         </mi> 
         <mi>
           s 
         </mi> 
        </msub> 
       </mrow> 
      </math> become:</p>
     <p>
      <math xmlns="http://www.w3.org/1998/Math/MathML"> <mrow> 
        <mi>
          v 
        </mi> 
        <mfrac> 
         <mrow> 
          <mtext>
            d 
          </mtext> 
          <msub> 
           <mi>
             S 
           </mi> 
           <mn>
             1 
           </mn> 
          </msub> 
         </mrow> 
         <mrow> 
          <mtext>
            d 
          </mtext> 
          <mi>
            t 
          </mi> 
         </mrow> 
        </mfrac> 
        <mo>
          = 
        </mo> 
        <mrow> 
         <mo>
           | 
         </mo> 
         <mi>
           q 
         </mi> 
         <mo>
           | 
         </mo> 
        </mrow> 
        <mrow> 
         <mo>
           ( 
         </mo> 
         <mrow> 
          <msub> 
           <mi>
             S 
           </mi> 
           <mn>
             2 
           </mn> 
          </msub> 
          <mo>
            − 
          </mo> 
          <msub> 
           <mi>
             S 
           </mi> 
           <mn>
             1 
           </mn> 
          </msub> 
         </mrow> 
         <mo>
           ) 
         </mo> 
        </mrow> 
        <mo>
          − 
        </mo> 
        <msub> 
         <mi>
           F 
         </mi> 
         <mi>
           s 
         </mi> 
        </msub> 
        <mo>
          , 
        </mo> 
       </mrow> 
      </math> (2)</p>
     <p>
      <math xmlns="http://www.w3.org/1998/Math/MathML"> <mrow> 
        <mi>
          v 
        </mi> 
        <mfrac> 
         <mrow> 
          <mtext>
            d 
          </mtext> 
          <msub> 
           <mi>
             S 
           </mi> 
           <mn>
             2 
           </mn> 
          </msub> 
         </mrow> 
         <mrow> 
          <mtext>
            d 
          </mtext> 
          <mi>
            t 
          </mi> 
         </mrow> 
        </mfrac> 
        <mo>
          = 
        </mo> 
        <mrow> 
         <mo>
           | 
         </mo> 
         <mi>
           q 
         </mi> 
         <mo>
           | 
         </mo> 
        </mrow> 
        <mrow> 
         <mo>
           ( 
         </mo> 
         <mrow> 
          <msub> 
           <mi>
             S 
           </mi> 
           <mn>
             1 
           </mn> 
          </msub> 
          <mo>
            − 
          </mo> 
          <msub> 
           <mi>
             S 
           </mi> 
           <mn>
             2 
           </mn> 
          </msub> 
         </mrow> 
         <mo>
           ) 
         </mo> 
        </mrow> 
        <mo>
          + 
        </mo> 
        <msub> 
         <mi>
           F 
         </mi> 
         <mi>
           s 
         </mi> 
        </msub> 
        <mo>
          . 
        </mo> 
       </mrow> 
      </math> (3)</p>
     <p>Subtracting these yields the governing equation for salinity difference:</p>
     <p>
      <math xmlns="http://www.w3.org/1998/Math/MathML"> <mrow> 
        <mo>
          − 
        </mo> 
        <mi>
          v 
        </mi> 
        <mfrac> 
         <mrow> 
          <mtext>
            dΔ 
          </mtext> 
          <mi>
            S 
          </mi> 
         </mrow> 
         <mrow> 
          <mtext>
            d 
          </mtext> 
          <mi>
            t 
          </mi> 
         </mrow> 
        </mfrac> 
        <mo>
          = 
        </mo> 
        <mn>
          2 
        </mn> 
        <mrow> 
         <mo>
           | 
         </mo> 
         <mi>
           q 
         </mi> 
         <mo>
           | 
         </mo> 
        </mrow> 
        <mtext>
          Δ 
        </mtext> 
        <mi>
          S 
        </mi> 
        <mo>
          + 
        </mo> 
        <mn>
          2 
        </mn> 
        <msub> 
         <mi>
           F 
         </mi> 
         <mi>
           s 
         </mi> 
        </msub> 
        <mo>
          . 
        </mo> 
       </mrow> 
      </math> (4)</p>
     <p>Substituting 
      <math xmlns="http://www.w3.org/1998/Math/MathML"> <mi>
         q 
       </mi> 
      </math> from Equation (4) and defining rescaled variables 
      <math xmlns="http://www.w3.org/1998/Math/MathML"> <mrow> 
        <mi>
          X 
        </mi> 
        <mo>
          = 
        </mo> 
        <msub> 
         <mi>
           α 
         </mi> 
         <mi>
           T 
         </mi> 
        </msub> 
        <mtext>
          Δ 
        </mtext> 
        <mi>
          T 
        </mi> 
       </mrow> 
      </math> and 
      <math xmlns="http://www.w3.org/1998/Math/MathML"> <mrow> 
        <mi>
          Y 
        </mi> 
        <mo>
          = 
        </mo> 
        <msub> 
         <mi>
           β 
         </mi> 
         <mi>
           R 
         </mi> 
        </msub> 
        <mtext>
          Δ 
        </mtext> 
        <mi>
          S 
        </mi> 
       </mrow> 
      </math>, we have:</p>
     <p>
      <math xmlns="http://www.w3.org/1998/Math/MathML"> <mrow> 
        <mrow> 
         <mo>
           | 
         </mo> 
         <mrow> 
          <mi>
            Y 
          </mi> 
          <mo>
            − 
          </mo> 
          <mi>
            X 
          </mi> 
         </mrow> 
         <mo>
           | 
         </mo> 
        </mrow> 
        <mi>
          Y 
        </mi> 
        <mo>
          = 
        </mo> 
        <mo>
          − 
        </mo> 
        <mfrac> 
         <mrow> 
          <msub> 
           <mi>
             β 
           </mi> 
           <mi>
             s 
           </mi> 
          </msub> 
          <mi>
            F 
          </mi> 
         </mrow> 
         <mi>
           k 
         </mi> 
        </mfrac> 
        <mo>
          . 
        </mo> 
       </mrow> 
      </math> (5)</p>
     <p>For 
      <math xmlns="http://www.w3.org/1998/Math/MathML"> <mrow> 
        <mi>
          Y 
        </mi> 
        <mo>
          &lt; 
        </mo> 
        <mi>
          X 
        </mi> 
       </mrow> 
      </math>, the equation becomes:</p>
     <p>
      <math xmlns="http://www.w3.org/1998/Math/MathML"> <mrow> 
        <msup> 
         <mi>
           Y 
         </mi> 
         <mn>
           2 
         </mn> 
        </msup> 
        <mo>
          − 
        </mo> 
        <mi>
          X 
        </mi> 
        <mi>
          Y 
        </mi> 
        <mo>
          − 
        </mo> 
        <mfrac> 
         <mrow> 
          <msub> 
           <mi>
             β 
           </mi> 
           <mi>
             s 
           </mi> 
          </msub> 
          <msub> 
           <mi>
             F 
           </mi> 
           <mi>
             s 
           </mi> 
          </msub> 
         </mrow> 
         <mi>
           k 
         </mi> 
        </mfrac> 
        <mo>
          = 
        </mo> 
        <mn>
          0 
        </mn> 
        <mo>
          , 
        </mo> 
       </mrow> 
      </math></p>
     <p>with one valid solution:</p>
     <p>
      <math xmlns="http://www.w3.org/1998/Math/MathML"> <mrow> 
        <mi>
          Y 
        </mi> 
        <mo>
          = 
        </mo> 
        <mfrac> 
         <mi>
           X 
         </mi> 
         <mn>
           2 
         </mn> 
        </mfrac> 
        <mo>
          − 
        </mo> 
        <mfrac> 
         <mn>
           1 
         </mn> 
         <mn>
           2 
         </mn> 
        </mfrac> 
        <msup> 
         <mrow> 
          <mrow> 
           <mo>
             ( 
           </mo> 
           <mrow> 
            <msup> 
             <mi>
               X 
             </mi> 
             <mn>
               2 
             </mn> 
            </msup> 
            <mo>
              + 
            </mo> 
            <mn>
              4 
            </mn> 
            <mfrac> 
             <mrow> 
              <msub> 
               <mi>
                 β 
               </mi> 
               <mi>
                 s 
               </mi> 
              </msub> 
              <msub> 
               <mi>
                 F 
               </mi> 
               <mi>
                 s 
               </mi> 
              </msub> 
             </mrow> 
             <mi>
               k 
             </mi> 
            </mfrac> 
           </mrow> 
           <mo>
             ) 
           </mo> 
          </mrow> 
         </mrow> 
         <mrow> 
          <mrow> 
           <mn>
             1 
           </mn> 
           <mo>
             / 
           </mo> 
           <mn>
             2 
           </mn> 
          </mrow> 
         </mrow> 
        </msup> 
        <mo>
          . 
        </mo> 
       </mrow> 
      </math></p>
     <p>For 
      <math xmlns="http://www.w3.org/1998/Math/MathML"> <mrow> 
        <mi>
          Y 
        </mi> 
        <mo>
          &gt; 
        </mo> 
        <mi>
          X 
        </mi> 
       </mrow> 
      </math>, the equation becomes:</p>
     <p>
      <math xmlns="http://www.w3.org/1998/Math/MathML"> <mrow> 
        <msup> 
         <mi>
           Y 
         </mi> 
         <mn>
           2 
         </mn> 
        </msup> 
        <mo>
          − 
        </mo> 
        <mi>
          X 
        </mi> 
        <mi>
          Y 
        </mi> 
        <mo>
          + 
        </mo> 
        <mfrac> 
         <mrow> 
          <msub> 
           <mi>
             β 
           </mi> 
           <mi>
             s 
           </mi> 
          </msub> 
          <msub> 
           <mi>
             F 
           </mi> 
           <mi>
             s 
           </mi> 
          </msub> 
         </mrow> 
         <mi>
           k 
         </mi> 
        </mfrac> 
        <mo>
          = 
        </mo> 
        <mn>
          0 
        </mn> 
        <mo>
          , 
        </mo> 
       </mrow> 
      </math></p>
     <p>with solutions:</p>
     <p>
      <math xmlns="http://www.w3.org/1998/Math/MathML"> <mrow> 
        <mi>
          Y 
        </mi> 
        <mo>
          = 
        </mo> 
        <mfrac> 
         <mi>
           X 
         </mi> 
         <mn>
           2 
         </mn> 
        </mfrac> 
        <mo>
          ± 
        </mo> 
        <mfrac> 
         <mn>
           1 
         </mn> 
         <mn>
           2 
         </mn> 
        </mfrac> 
        <msup> 
         <mrow> 
          <mrow> 
           <mo>
             ( 
           </mo> 
           <mrow> 
            <msup> 
             <mi>
               X 
             </mi> 
             <mn>
               2 
             </mn> 
            </msup> 
            <mo>
              − 
            </mo> 
            <mn>
              4 
            </mn> 
            <mfrac> 
             <mrow> 
              <msub> 
               <mi>
                 β 
               </mi> 
               <mi>
                 s 
               </mi> 
              </msub> 
              <msub> 
               <mi>
                 F 
               </mi> 
               <mi>
                 s 
               </mi> 
              </msub> 
             </mrow> 
             <mi>
               k 
             </mi> 
            </mfrac> 
           </mrow> 
           <mo>
             ) 
           </mo> 
          </mrow> 
         </mrow> 
         <mrow> 
          <mrow> 
           <mn>
             1 
           </mn> 
           <mo>
             / 
           </mo> 
           <mn>
             2 
           </mn> 
          </mrow> 
         </mrow> 
        </msup> 
        <mo>
          . 
        </mo> 
       </mrow> 
      </math></p>
     <p>Note that the plus solution for Y in the first case is positive and is therefore not consistent with the assumption 
      <math display="inline" xmlns="http://www.w3.org/1998/Math/MathML"> <mrow> 
        <mi>
          Y 
        </mi> 
        <mo>
          &lt; 
        </mo> 
        <mi>
          X 
        </mi> 
       </mrow> 
      </math> used to obtain that solution, hence the system exhibits up to three equilibria depending on 
      <math xmlns="http://www.w3.org/1998/Math/MathML"> <mrow> 
        <msub> 
         <mi>
           F 
         </mi> 
         <mi>
           s 
         </mi> 
        </msub> 
       </mrow> 
      </math>.</p>
    </sec>
    <sec id="s2_8">
     <title>
      <xref ref-type="bibr" rid="scirp.146698-"></xref>2.3. Multiple Equilibria and Stability</title>
     <p>Equation (5) has up to three solutions (see <xref ref-type="fig" rid="fig3">
       Figure 3
      </xref>):</p>
     <fig id="fig3" position="float">
      <label>Figure 3</label>
      <caption>
       <title>
        <xref ref-type="bibr" rid="scirp.146698-"></xref>Figure 3. Steady states of salinity difference and AMOC as a function of 

        <math xmlns="http://www.w3.org/1998/Math/MathML"> <mrow> 
  
          <msub> 
   
           <mi>
            
    F
   
           </mi> 
   
           <mi>
            
    s
   
           </mi> 
  
          </msub> 
 
         </mrow>

        </math>.</title>
      </caption>
      <graphic mimetype="image" position="float" xlink:type="simple" xlink:href="https://html.scirp.org/file/2860335-rId71.jpeg?20251028020252" />
     </fig>
     <p>• Strong AMOC (green branch): High 
      <math xmlns="http://www.w3.org/1998/Math/MathML"> <mi>
         q 
       </mi> 
      </math> state maintained by salt-advection feedback.</p>
     <p>• Unstable AMOC (blue branch): Intermediate state prone to disturbances.</p>
     <p>• Collapsed AMOC (red branch): Weak reversed flow under strong freshwater forcing.</p>
     <p>Analysis shows that the blue branch solution is unstable: perturbation grows exponentially in this case, whereas deviations from a stable state decrease. It leads to jumps when crossing critical forcing thresholds because of the structure of the bifurcation.</p>
    </sec>
    <sec id="s2_9">
     <title>
      <xref ref-type="bibr" rid="scirp.146698-"></xref>2.4. Tipping Points and Hysteresis</title>
     <p>Gradual freshwater forcing increase (e.g., from ice melt under warming) weakens AMOC along the green branch until collapse occurs at 
      <math xmlns="http://www.w3.org/1998/Math/MathML"> <mrow> 
        <mi>
          F 
        </mi> 
        <mo>
          ≈ 
        </mo> 
        <mn>
          1.2 
        </mn> 
       </mrow> 
      </math> m/s. Importantly, reducing F to less than the threshold value of about 
      <math xmlns="http://www.w3.org/1998/Math/MathML"> <mrow> 
        <mi>
          F 
        </mi> 
        <mo>
          ≈ 
        </mo> 
        <mn>
          1.2 
        </mn> 
       </mrow> 
      </math> m/s is not sufficient to recover the initial state; a lower 
      <math xmlns="http://www.w3.org/1998/Math/MathML"> <mrow> 
        <msub> 
         <mi>
           F 
         </mi> 
         <mi>
           s 
         </mi> 
        </msub> 
       </mrow> 
      </math> needs to be sustained in order to obtain this state. The non-reversible nature of this transition results from the quadratic nonlinearity found in Equation (5), typical of abrupt tipping mechanisms in the climate system.</p>
    </sec>
   </sec>
   <sec id="s3">
    <title>
     <xref ref-type="bibr" rid="scirp.146698-"></xref>3. A Simple Three-Box Model for AMOC</title>
    <sec id="s3_1">
     <title>
      <xref ref-type="bibr" rid="scirp.146698-"></xref>3.1. Construction of the Three-Box Model</title>
     <p>We divide the world ocean into three boxes: the blue box represents the high latitudes part of the Atlantic Ocean, the red box, the low latitudes one and the black box, the global ocean except the Atlantic Ocean. We let the ocean box temperature 
      <math xmlns="http://www.w3.org/1998/Math/MathML"> <mrow> 
        <msub> 
         <mi>
           T 
         </mi> 
         <mn>
           1 
         </mn> 
        </msub> 
        <mo>
          , 
        </mo> 
        <msub> 
         <mi>
           T 
         </mi> 
         <mn>
           2 
         </mn> 
        </msub> 
        <mo>
          , 
        </mo> 
        <msub> 
         <mi>
           T 
         </mi> 
         <mn>
           3 
         </mn> 
        </msub> 
       </mrow> 
      </math> to be constants. Assuming the volumes of the ocean boxes are constant, let 
      <math xmlns="http://www.w3.org/1998/Math/MathML"> <mrow> 
        <msub> 
         <mi>
           v 
         </mi> 
         <mn>
           1 
         </mn> 
        </msub> 
        <mo>
          , 
        </mo> 
        <msub> 
         <mi>
           v 
         </mi> 
         <mn>
           2 
         </mn> 
        </msub> 
        <mo>
          , 
        </mo> 
        <msub> 
         <mi>
           v 
         </mi> 
         <mn>
           3 
         </mn> 
        </msub> 
       </mrow> 
      </math> represent the volume of the blue box, the red box and the black box.</p>
     <p>Denote the circulation between the red box and the blue box as 
      <math xmlns="http://www.w3.org/1998/Math/MathML"> <mrow> 
        <msub> 
         <mi>
           q 
         </mi> 
         <mn>
           1 
         </mn> 
        </msub> 
       </mrow> 
      </math>, the circulation between the red box and the black box as 
      <math xmlns="http://www.w3.org/1998/Math/MathML"> <mrow> 
        <msub> 
         <mi>
           q 
         </mi> 
         <mn>
           2 
         </mn> 
        </msub> 
       </mrow> 
      </math>. The unknowns in the three-box model is the three boxes and the circulation 
      <math xmlns="http://www.w3.org/1998/Math/MathML"> <mrow> 
        <msub> 
         <mi>
           q 
         </mi> 
         <mn>
           1 
         </mn> 
        </msub> 
        <mo>
          , 
        </mo> 
        <msub> 
         <mi>
           q 
         </mi> 
         <mn>
           2 
         </mn> 
        </msub> 
       </mrow> 
      </math>. See <xref ref-type="fig" rid="fig4">
       Figure 4
      </xref>.</p>
     <fig id="fig4" position="float">
      <label>Figure 4</label>
      <caption>
       <title>
        <xref ref-type="bibr" rid="scirp.146698-"></xref>Figure 4. The three-box Stommel model.</title>
      </caption>
      <graphic mimetype="image" position="float" xlink:type="simple" xlink:href="https://html.scirp.org/file/2860335-rId93.jpeg?20251028020254" />
     </fig>
     <p>Similar to that in the two-box model, denote the freshing effect caused by glacier melting and excess precipitation in the blue box and the black box as 
      <math xmlns="http://www.w3.org/1998/Math/MathML"> <mrow> 
        <mo>
          − 
        </mo> 
        <msub> 
         <mi>
           F 
         </mi> 
         <mrow> 
          <mi>
            s 
          </mi> 
          <mn>
            1 
          </mn> 
         </mrow> 
        </msub> 
       </mrow> 
      </math> and 
      <math xmlns="http://www.w3.org/1998/Math/MathML"> <mrow> 
        <mo>
          − 
        </mo> 
        <msub> 
         <mi>
           F 
         </mi> 
         <mrow> 
          <mi>
            s 
          </mi> 
          <mn>
            3 
          </mn> 
         </mrow> 
        </msub> 
       </mrow> 
      </math>. Considering both the salt transfer between the red box and the blue box, the red box and the black box, we derived</p>
     <p>
      <math xmlns="http://www.w3.org/1998/Math/MathML"> <mrow> 
        <msub> 
         <mi>
           v 
         </mi> 
         <mn>
           1 
         </mn> 
        </msub> 
        <mfrac> 
         <mrow> 
          <mtext>
            d 
          </mtext> 
          <msub> 
           <mi>
             S 
           </mi> 
           <mn>
             1 
           </mn> 
          </msub> 
          <mrow> 
           <mo>
             ( 
           </mo> 
           <mi>
             t 
           </mi> 
           <mo>
             ) 
           </mo> 
          </mrow> 
         </mrow> 
         <mrow> 
          <mtext>
            d 
          </mtext> 
          <mi>
            t 
          </mi> 
         </mrow> 
        </mfrac> 
        <mo>
          = 
        </mo> 
        <mrow> 
         <mo>
           | 
         </mo> 
         <mrow> 
          <msub> 
           <mi>
             q 
           </mi> 
           <mn>
             1 
           </mn> 
          </msub> 
         </mrow> 
         <mo>
           | 
         </mo> 
        </mrow> 
        <mrow> 
         <mo>
           ( 
         </mo> 
         <mrow> 
          <msub> 
           <mi>
             S 
           </mi> 
           <mn>
             2 
           </mn> 
          </msub> 
          <mo>
            − 
          </mo> 
          <msub> 
           <mi>
             S 
           </mi> 
           <mn>
             1 
           </mn> 
          </msub> 
         </mrow> 
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           ) 
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            s 
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      </math></p>
     <p>
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          = 
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           ) 
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           ) 
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            s 
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      </math></p>
     <p>
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           v 
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           3 
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            d 
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            t 
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          = 
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           | 
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            s 
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            3 
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       </mrow> 
      </math></p>
     <p>Let</p>
     <p>
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        <mtext>
          Δ 
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           T 
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           1 
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          = 
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           1 
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          − 
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           T 
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          &lt; 
        </mo> 
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          0 
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          , 
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          Δ 
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           T 
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           2 
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          = 
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           3 
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          − 
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           T 
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           2 
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        <mo>
          &lt; 
        </mo> 
        <mn>
          0 
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      </math></p>
     <p>
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        <mtext>
          Δ 
        </mtext> 
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         <mi>
           S 
         </mi> 
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           1 
         </mn> 
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          = 
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           S 
         </mi> 
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           1 
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          − 
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           S 
         </mi> 
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           2 
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        <mo>
          , 
        </mo> 
        <mtext>
            
        </mtext> 
        <mtext>
            
        </mtext> 
        <mtext>
          Δ 
        </mtext> 
        <msub> 
         <mi>
           S 
         </mi> 
         <mn>
           2 
         </mn> 
        </msub> 
        <mo>
          = 
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           S 
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           3 
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          − 
        </mo> 
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           S 
         </mi> 
         <mn>
           2 
         </mn> 
        </msub> 
       </mrow> 
      </math></p>
     <p>The circulation is assumed to be proportional to the density difference between the boxes, so 
      <math xmlns="http://www.w3.org/1998/Math/MathML"> <mrow> 
        <msub> 
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           q 
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           i 
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          = 
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          1 
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          , 
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          2 
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       </mrow> 
      </math> can be written as 
      <math xmlns="http://www.w3.org/1998/Math/MathML"> <mrow> 
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           k 
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           i 
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           ) 
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          = 
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          1 
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          , 
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          2 
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       </mrow> 
      </math>. Therefore, we derived</p>
     <p>
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        <msub> 
         <mi>
           v 
         </mi> 
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           1 
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            d 
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             S 
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             1 
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             ( 
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             t 
           </mi> 
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             ) 
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            d 
          </mtext> 
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            t 
          </mi> 
         </mrow> 
        </mfrac> 
        <mo>
          = 
        </mo> 
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           | 
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           <mi>
             k 
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             1 
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             ( 
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              − 
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               α 
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               t 
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                 1 
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                − 
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                 T 
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                 2 
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               ) 
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              + 
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               β 
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                 1 
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                − 
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                 S 
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                 2 
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               ) 
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             ) 
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           | 
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           ) 
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           F 
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            s 
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            1 
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       </mrow> 
      </math> (6)</p>
     <p>
      <math xmlns="http://www.w3.org/1998/Math/MathML"> <mtable> 
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             v 
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             2 
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              d 
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               S 
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               2 
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               t 
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               ) 
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              d 
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              t 
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            = 
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             | 
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               1 
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                   2 
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                 ) 
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               ) 
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             | 
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              2 
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         </mtd> 
        </mtr> 
       </mtable> 
      </math> (7)</p>
     <p>
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           v 
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           3 
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             3 
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             t 
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            d 
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            t 
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         </mrow> 
        </mfrac> 
        <mo>
          = 
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         <mo>
           | 
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             k 
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             2 
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             ( 
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              − 
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                 2 
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               ) 
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               ) 
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           </mrow> 
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             ) 
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          </mrow> 
         </mrow> 
         <mo>
           | 
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           ( 
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             2 
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            − 
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             S 
           </mi> 
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             3 
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           ) 
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          − 
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           F 
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            s 
          </mi> 
          <mn>
            3 
          </mn> 
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        </msub> 
       </mrow> 
      </math> (8)</p>
     <p>From (6) - (8), assuming that</p>
     <p>
      <math xmlns="http://www.w3.org/1998/Math/MathML"> <mrow> 
        <msub> 
         <mi>
           F 
         </mi> 
         <mrow> 
          <mi>
            s 
          </mi> 
          <mn>
            2 
          </mn> 
         </mrow> 
        </msub> 
        <mo>
          = 
        </mo> 
        <msub> 
         <mi>
           F 
         </mi> 
         <mrow> 
          <mi>
            s 
          </mi> 
          <mn>
            1 
          </mn> 
         </mrow> 
        </msub> 
        <mo>
          + 
        </mo> 
        <msub> 
         <mi>
           F 
         </mi> 
         <mrow> 
          <mi>
            s 
          </mi> 
          <mn>
            3 
          </mn> 
         </mrow> 
        </msub> 
       </mrow> 
      </math></p>
     <p>In this section, we take the division to be 
      <math xmlns="http://www.w3.org/1998/Math/MathML"> <mrow> 
        <msub> 
         <mi>
           v 
         </mi> 
         <mn>
           1 
         </mn> 
        </msub> 
        <mo>
          = 
        </mo> 
        <msub> 
         <mi>
           v 
         </mi> 
         <mn>
           2 
         </mn> 
        </msub> 
       </mrow> 
      </math>. According to <xref ref-type="bibr" rid="scirp.146698-38">
       [38]
      </xref>, the volume of the global ocean is approximately 4 times the volume of Atlantic. Thus:</p>
     <p>
      <math xmlns="http://www.w3.org/1998/Math/MathML"> <mrow> 
        <msub> 
         <mi>
           v 
         </mi> 
         <mn>
           1 
         </mn> 
        </msub> 
        <mo>
          = 
        </mo> 
        <msub> 
         <mi>
           v 
         </mi> 
         <mn>
           2 
         </mn> 
        </msub> 
        <mo>
          = 
        </mo> 
        <mfrac> 
         <mrow> 
          <msub> 
           <mi>
             v 
           </mi> 
           <mn>
             3 
           </mn> 
          </msub> 
         </mrow> 
         <mn>
           6 
         </mn> 
        </mfrac> 
       </mrow> 
      </math></p>
     <p>Denote</p>
     <p>
      <math xmlns="http://www.w3.org/1998/Math/MathML"> <mrow> 
        <msub> 
         <mi>
           y 
         </mi> 
         <mn>
           1 
         </mn> 
        </msub> 
        <mo>
          = 
        </mo> 
        <msub> 
         <mi>
           β 
         </mi> 
         <mi>
           s 
         </mi> 
        </msub> 
        <mtext>
          Δ 
        </mtext> 
        <msub> 
         <mi>
           S 
         </mi> 
         <mn>
           1 
         </mn> 
        </msub> 
        <mo>
          , 
        </mo> 
        <mtext>
            
        </mtext> 
        <mtext>
            
        </mtext> 
        <msub> 
         <mi>
           y 
         </mi> 
         <mn>
           2 
         </mn> 
        </msub> 
        <mo>
          = 
        </mo> 
        <msub> 
         <mi>
           β 
         </mi> 
         <mi>
           s 
         </mi> 
        </msub> 
        <mtext>
          Δ 
        </mtext> 
        <msub> 
         <mi>
           S 
         </mi> 
         <mn>
           2 
         </mn> 
        </msub> 
        <mo>
          , 
        </mo> 
        <mtext>
            
        </mtext> 
        <mtext>
            
        </mtext> 
        <msub> 
         <mi>
           x 
         </mi> 
         <mn>
           1 
         </mn> 
        </msub> 
        <mo>
          = 
        </mo> 
        <msub> 
         <mi>
           α 
         </mi> 
         <mi>
           t 
         </mi> 
        </msub> 
        <mtext>
          Δ 
        </mtext> 
        <msub> 
         <mi>
           T 
         </mi> 
         <mn>
           1 
         </mn> 
        </msub> 
        <mo>
          , 
        </mo> 
        <mtext>
            
        </mtext> 
        <mtext>
            
        </mtext> 
        <msub> 
         <mi>
           x 
         </mi> 
         <mn>
           2 
         </mn> 
        </msub> 
        <mo>
          = 
        </mo> 
        <msub> 
         <mi>
           α 
         </mi> 
         <mi>
           t 
         </mi> 
        </msub> 
        <mtext>
          Δ 
        </mtext> 
        <msub> 
         <mi>
           T 
         </mi> 
         <mn>
           2 
         </mn> 
        </msub> 
        <mo>
          , 
        </mo> 
       </mrow> 
      </math></p>
     <p>We have</p>
     <p>
      <math xmlns="http://www.w3.org/1998/Math/MathML"> <mrow> 
        <mfrac> 
         <mrow> 
          <mtext>
            d 
          </mtext> 
          <msub> 
           <mi>
             y 
           </mi> 
           <mn>
             1 
           </mn> 
          </msub> 
         </mrow> 
         <mrow> 
          <mtext>
            d 
          </mtext> 
          <mi>
            t 
          </mi> 
         </mrow> 
        </mfrac> 
        <mo>
          = 
        </mo> 
        <mo>
          − 
        </mo> 
        <mfrac> 
         <mrow> 
          <mn>
            2 
          </mn> 
          <mi>
            k 
          </mi> 
         </mrow> 
         <mrow> 
          <msub> 
           <mi>
             v 
           </mi> 
           <mn>
             1 
           </mn> 
          </msub> 
         </mrow> 
        </mfrac> 
        <mrow> 
         <mo>
           | 
         </mo> 
         <mrow> 
          <msub> 
           <mi>
             y 
           </mi> 
           <mn>
             1 
           </mn> 
          </msub> 
          <mo>
            − 
          </mo> 
          <msub> 
           <mi>
             x 
           </mi> 
           <mn>
             1 
           </mn> 
          </msub> 
         </mrow> 
         <mo>
           | 
         </mo> 
        </mrow> 
        <msub> 
         <mi>
           y 
         </mi> 
         <mn>
           1 
         </mn> 
        </msub> 
        <mo>
          − 
        </mo> 
        <mfrac> 
         <mi>
           k 
         </mi> 
         <mrow> 
          <msub> 
           <mi>
             v 
           </mi> 
           <mn>
             1 
           </mn> 
          </msub> 
         </mrow> 
        </mfrac> 
        <mrow> 
         <mo>
           | 
         </mo> 
         <mrow> 
          <msub> 
           <mi>
             y 
           </mi> 
           <mn>
             2 
           </mn> 
          </msub> 
          <mo>
            − 
          </mo> 
          <msub> 
           <mi>
             x 
           </mi> 
           <mn>
             2 
           </mn> 
          </msub> 
         </mrow> 
         <mo>
           | 
         </mo> 
        </mrow> 
        <msub> 
         <mi>
           y 
         </mi> 
         <mn>
           2 
         </mn> 
        </msub> 
        <mo>
          − 
        </mo> 
        <mfrac> 
         <mrow> 
          <mrow> 
           <mo>
             ( 
           </mo> 
           <mrow> 
            <msub> 
             <mi>
               F 
             </mi> 
             <mrow> 
              <mi>
                s 
              </mi> 
              <mn>
                1 
              </mn> 
             </mrow> 
            </msub> 
            <mo>
              + 
            </mo> 
            <msub> 
             <mi>
               F 
             </mi> 
             <mrow> 
              <mi>
                s 
              </mi> 
              <mn>
                2 
              </mn> 
             </mrow> 
            </msub> 
           </mrow> 
           <mo>
             ) 
           </mo> 
          </mrow> 
          <msub> 
           <mi>
             β 
           </mi> 
           <mi>
             s 
           </mi> 
          </msub> 
         </mrow> 
         <mrow> 
          <msub> 
           <mi>
             v 
           </mi> 
           <mn>
             1 
           </mn> 
          </msub> 
         </mrow> 
        </mfrac> 
       </mrow> 
      </math> (9)</p>
     <p>
      <math xmlns="http://www.w3.org/1998/Math/MathML"> <mrow> 
        <mfrac> 
         <mrow> 
          <mtext>
            d 
          </mtext> 
          <msub> 
           <mi>
             y 
           </mi> 
           <mn>
             2 
           </mn> 
          </msub> 
         </mrow> 
         <mrow> 
          <mtext>
            d 
          </mtext> 
          <mi>
            t 
          </mi> 
         </mrow> 
        </mfrac> 
        <mo>
          = 
        </mo> 
        <mo>
          − 
        </mo> 
        <mfrac> 
         <mrow> 
          <mn>
            7 
          </mn> 
          <mi>
            k 
          </mi> 
         </mrow> 
         <mrow> 
          <mn>
            6 
          </mn> 
          <msub> 
           <mi>
             v 
           </mi> 
           <mn>
             1 
           </mn> 
          </msub> 
         </mrow> 
        </mfrac> 
        <mrow> 
         <mo>
           | 
         </mo> 
         <mrow> 
          <msub> 
           <mi>
             y 
           </mi> 
           <mn>
             2 
           </mn> 
          </msub> 
          <mo>
            − 
          </mo> 
          <msub> 
           <mi>
             x 
           </mi> 
           <mn>
             2 
           </mn> 
          </msub> 
         </mrow> 
         <mo>
           | 
         </mo> 
        </mrow> 
        <msub> 
         <mi>
           y 
         </mi> 
         <mn>
           2 
         </mn> 
        </msub> 
        <mo>
          − 
        </mo> 
        <mfrac> 
         <mi>
           k 
         </mi> 
         <mrow> 
          <msub> 
           <mi>
             v 
           </mi> 
           <mn>
             1 
           </mn> 
          </msub> 
         </mrow> 
        </mfrac> 
        <mrow> 
         <mo>
           | 
         </mo> 
         <mrow> 
          <msub> 
           <mi>
             y 
           </mi> 
           <mn>
             1 
           </mn> 
          </msub> 
          <mo>
            − 
          </mo> 
          <msub> 
           <mi>
             x 
           </mi> 
           <mn>
             1 
           </mn> 
          </msub> 
         </mrow> 
         <mo>
           | 
         </mo> 
        </mrow> 
        <msub> 
         <mi>
           y 
         </mi> 
         <mn>
           1 
         </mn> 
        </msub> 
        <mo>
          − 
        </mo> 
        <mrow> 
         <mo>
           ( 
         </mo> 
         <mrow> 
          <mfrac> 
           <mrow> 
            <msub> 
             <mi>
               F 
             </mi> 
             <mrow> 
              <mi>
                s 
              </mi> 
              <mn>
                3 
              </mn> 
             </mrow> 
            </msub> 
           </mrow> 
           <mrow> 
            <mn>
              6 
            </mn> 
            <msub> 
             <mi>
               v 
             </mi> 
             <mn>
               1 
             </mn> 
            </msub> 
           </mrow> 
          </mfrac> 
          <mo>
            + 
          </mo> 
          <mfrac> 
           <mrow> 
            <msub> 
             <mi>
               F 
             </mi> 
             <mrow> 
              <mi>
                s 
              </mi> 
              <mn>
                2 
              </mn> 
             </mrow> 
            </msub> 
           </mrow> 
           <mrow> 
            <msub> 
             <mi>
               v 
             </mi> 
             <mn>
               1 
             </mn> 
            </msub> 
           </mrow> 
          </mfrac> 
         </mrow> 
         <mo>
           ) 
         </mo> 
        </mrow> 
        <msub> 
         <mi>
           β 
         </mi> 
         <mi>
           s 
         </mi> 
        </msub> 
       </mrow> 
      </math> (10)</p>
    </sec>
    <sec id="s3_2">
     <title>
      <xref ref-type="bibr" rid="scirp.146698-"></xref>3.2. Steady States and Stability Analysis</title>
     <p>In a steady state, we have</p>
     <p>
      <math xmlns="http://www.w3.org/1998/Math/MathML"> <mrow> 
        <mfrac> 
         <mrow> 
          <mtext>
            d 
          </mtext> 
          <msub> 
           <mi>
             y 
           </mi> 
           <mn>
             1 
           </mn> 
          </msub> 
         </mrow> 
         <mrow> 
          <mtext>
            d 
          </mtext> 
          <mi>
            t 
          </mi> 
         </mrow> 
        </mfrac> 
        <mo>
          = 
        </mo> 
        <mn>
          0 
        </mn> 
        <mo>
          , 
        </mo> 
       </mrow> 
      </math></p>
     <p>
      <math xmlns="http://www.w3.org/1998/Math/MathML"> <mrow> 
        <mfrac> 
         <mrow> 
          <mtext>
            d 
          </mtext> 
          <msub> 
           <mi>
             y 
           </mi> 
           <mn>
             2 
           </mn> 
          </msub> 
         </mrow> 
         <mrow> 
          <mtext>
            d 
          </mtext> 
          <mi>
            t 
          </mi> 
         </mrow> 
        </mfrac> 
        <mo>
          = 
        </mo> 
        <mn>
          0 
        </mn> 
        <mo>
          , 
        </mo> 
       </mrow> 
      </math></p>
     <p>Noticing that 
      <math xmlns="http://www.w3.org/1998/Math/MathML"> <mrow> 
        <msub> 
         <mi>
           F 
         </mi> 
         <mrow> 
          <mi>
            s 
          </mi> 
          <mn>
            2 
          </mn> 
         </mrow> 
        </msub> 
        <mo>
          = 
        </mo> 
        <msub> 
         <mi>
           F 
         </mi> 
         <mrow> 
          <mi>
            s 
          </mi> 
          <mn>
            1 
          </mn> 
         </mrow> 
        </msub> 
        <mo>
          + 
        </mo> 
        <msub> 
         <mi>
           F 
         </mi> 
         <mrow> 
          <mi>
            s 
          </mi> 
          <mn>
            3 
          </mn> 
         </mrow> 
        </msub> 
       </mrow> 
      </math>,</p>
     <p>From (9) − 2 * (10), we have</p>
     <p>
      <math xmlns="http://www.w3.org/1998/Math/MathML"> <mrow> 
        <mn>
          0 
        </mn> 
        <mo>
          = 
        </mo> 
        <mfrac> 
         <mrow> 
          <mtext>
            d 
          </mtext> 
          <msub> 
           <mi>
             y 
           </mi> 
           <mn>
             1 
           </mn> 
          </msub> 
         </mrow> 
         <mrow> 
          <mtext>
            d 
          </mtext> 
          <mi>
            t 
          </mi> 
         </mrow> 
        </mfrac> 
        <mo>
          − 
        </mo> 
        <mn>
          2 
        </mn> 
        <mfrac> 
         <mrow> 
          <mtext>
            d 
          </mtext> 
          <msub> 
           <mi>
             y 
           </mi> 
           <mn>
             2 
           </mn> 
          </msub> 
         </mrow> 
         <mrow> 
          <mtext>
            d 
          </mtext> 
          <mi>
            t 
          </mi> 
         </mrow> 
        </mfrac> 
        <mo>
          = 
        </mo> 
        <mfrac> 
         <mn>
           4 
         </mn> 
         <mn>
           3 
         </mn> 
        </mfrac> 
        <mrow> 
         <mo>
           ( 
         </mo> 
         <mrow> 
          <mfrac> 
           <mi>
             k 
           </mi> 
           <mrow> 
            <msub> 
             <mi>
               v 
             </mi> 
             <mn>
               1 
             </mn> 
            </msub> 
           </mrow> 
          </mfrac> 
          <mrow> 
           <mo>
             | 
           </mo> 
           <mrow> 
            <msub> 
             <mi>
               y 
             </mi> 
             <mn>
               2 
             </mn> 
            </msub> 
            <mo>
              − 
            </mo> 
            <msub> 
             <mi>
               x 
             </mi> 
             <mn>
               2 
             </mn> 
            </msub> 
           </mrow> 
           <mo>
             | 
           </mo> 
          </mrow> 
          <msub> 
           <mi>
             y 
           </mi> 
           <mn>
             2 
           </mn> 
          </msub> 
          <mo>
            + 
          </mo> 
          <mfrac> 
           <mrow> 
            <msub> 
             <mi>
               β 
             </mi> 
             <mi>
               s 
             </mi> 
            </msub> 
            <mo>
              ⋅ 
            </mo> 
            <msub> 
             <mi>
               F 
             </mi> 
             <mrow> 
              <mi>
                s 
              </mi> 
              <mn>
                3 
              </mn> 
             </mrow> 
            </msub> 
           </mrow> 
           <mrow> 
            <msub> 
             <mi>
               v 
             </mi> 
             <mn>
               1 
             </mn> 
            </msub> 
           </mrow> 
          </mfrac> 
         </mrow> 
         <mo>
           ) 
         </mo> 
        </mrow> 
       </mrow> 
      </math> (11)</p>
     <p>Similarly,</p>
     <p>
      <math xmlns="http://www.w3.org/1998/Math/MathML"> <mrow> 
        <mfrac> 
         <mi>
           k 
         </mi> 
         <mrow> 
          <msub> 
           <mi>
             v 
           </mi> 
           <mn>
             1 
           </mn> 
          </msub> 
         </mrow> 
        </mfrac> 
        <mrow> 
         <mo>
           | 
         </mo> 
         <mrow> 
          <msub> 
           <mi>
             y 
           </mi> 
           <mn>
             1 
           </mn> 
          </msub> 
          <mo>
            − 
          </mo> 
          <msub> 
           <mi>
             x 
           </mi> 
           <mn>
             1 
           </mn> 
          </msub> 
         </mrow> 
         <mo>
           | 
         </mo> 
        </mrow> 
        <msub> 
         <mi>
           y 
         </mi> 
         <mn>
           1 
         </mn> 
        </msub> 
        <mo>
          + 
        </mo> 
        <mfrac> 
         <mrow> 
          <msub> 
           <mi>
             F 
           </mi> 
           <mrow> 
            <mi>
              s 
            </mi> 
            <mn>
              1 
            </mn> 
           </mrow> 
          </msub> 
          <mo>
            ⋅ 
          </mo> 
          <msub> 
           <mi>
             β 
           </mi> 
           <mi>
             s 
           </mi> 
          </msub> 
         </mrow> 
         <mrow> 
          <msub> 
           <mi>
             v 
           </mi> 
           <mn>
             1 
           </mn> 
          </msub> 
         </mrow> 
        </mfrac> 
        <mo>
          = 
        </mo> 
        <mn>
          0 
        </mn> 
       </mrow> 
      </math> (12)</p>
     <p>Thus, we have separated the entire large system into two independent subsystems. Recall that in the two-box model, there are three solutions when 
      <math xmlns="http://www.w3.org/1998/Math/MathML"> <mrow> 
        <msup> 
         <mi>
           x 
         </mi> 
         <mn>
           2 
         </mn> 
        </msup> 
        <mo>
          &gt; 
        </mo> 
        <mn>
          4 
        </mn> 
        <mfrac> 
         <mrow> 
          <msub> 
           <mi>
             β 
           </mi> 
           <mi>
             s 
           </mi> 
          </msub> 
          <msub> 
           <mi>
             F 
           </mi> 
           <mi>
             s 
           </mi> 
          </msub> 
         </mrow> 
         <mi>
           k 
         </mi> 
        </mfrac> 
       </mrow> 
      </math> and one solution when 
      <math xmlns="http://www.w3.org/1998/Math/MathML"> <mrow> 
        <msup> 
         <mi>
           x 
         </mi> 
         <mn>
           2 
         </mn> 
        </msup> 
        <mo>
          &lt; 
        </mo> 
        <mn>
          4 
        </mn> 
        <mfrac> 
         <mrow> 
          <msub> 
           <mi>
             β 
           </mi> 
           <mi>
             s 
           </mi> 
          </msub> 
          <msub> 
           <mi>
             F 
           </mi> 
           <mi>
             s 
           </mi> 
          </msub> 
         </mrow> 
         <mi>
           k 
         </mi> 
        </mfrac> 
       </mrow> 
      </math>. Similar to this approach, we categorize the problem into the following four cases.</p>
     <p>Case 1: 
      <math xmlns="http://www.w3.org/1998/Math/MathML"> <mrow> 
        <msubsup> 
         <mi>
           x 
         </mi> 
         <mn>
           1 
         </mn> 
         <mn>
           2 
         </mn> 
        </msubsup> 
        <mo>
          &gt; 
        </mo> 
        <mn>
          4 
        </mn> 
        <mfrac> 
         <mrow> 
          <msub> 
           <mi>
             β 
           </mi> 
           <mi>
             s 
           </mi> 
          </msub> 
          <msub> 
           <mi>
             F 
           </mi> 
           <mrow> 
            <mi>
              s 
            </mi> 
            <mn>
              1 
            </mn> 
           </mrow> 
          </msub> 
         </mrow> 
         <mi>
           k 
         </mi> 
        </mfrac> 
       </mrow> 
      </math> and 
      <math xmlns="http://www.w3.org/1998/Math/MathML"> <mrow> 
        <msubsup> 
         <mi>
           x 
         </mi> 
         <mn>
           2 
         </mn> 
         <mn>
           2 
         </mn> 
        </msubsup> 
        <mo>
          &gt; 
        </mo> 
        <mn>
          4 
        </mn> 
        <mfrac> 
         <mrow> 
          <msub> 
           <mi>
             β 
           </mi> 
           <mi>
             s 
           </mi> 
          </msub> 
          <msub> 
           <mi>
             F 
           </mi> 
           <mrow> 
            <mi>
              s 
            </mi> 
            <mn>
              2 
            </mn> 
           </mrow> 
          </msub> 
         </mrow> 
         <mi>
           k 
         </mi> 
        </mfrac> 
       </mrow> 
      </math></p>
     <p>Similar to the two-box case, denote:</p>
     <p>
      <math xmlns="http://www.w3.org/1998/Math/MathML"> <mrow> 
        <msubsup> 
         <mi>
           y 
         </mi> 
         <mi>
           i 
         </mi> 
         <mrow> 
          <mrow> 
           <mo>
             ( 
           </mo> 
           <mn>
             1 
           </mn> 
           <mo>
             ) 
           </mo> 
          </mrow> 
         </mrow> 
        </msubsup> 
        <mo>
          = 
        </mo> 
        <mfrac> 
         <mi>
           x 
         </mi> 
         <mn>
           2 
         </mn> 
        </mfrac> 
        <mo>
          − 
        </mo> 
        <mfrac> 
         <mn>
           1 
         </mn> 
         <mn>
           2 
         </mn> 
        </mfrac> 
        <msqrt> 
         <mrow> 
          <msup> 
           <mi>
             x 
           </mi> 
           <mn>
             2 
           </mn> 
          </msup> 
          <mo>
            + 
          </mo> 
          <mn>
            4 
          </mn> 
          <mfrac> 
           <mrow> 
            <msub> 
             <mi>
               β 
             </mi> 
             <mi>
               s 
             </mi> 
            </msub> 
            <msub> 
             <mi>
               F 
             </mi> 
             <mrow> 
              <mi>
                s 
              </mi> 
              <mi>
                i 
              </mi> 
             </mrow> 
            </msub> 
           </mrow> 
           <mi>
             k 
           </mi> 
          </mfrac> 
         </mrow> 
        </msqrt> 
        <mo>
          , 
        </mo> 
       </mrow> 
      </math></p>
     <p>
      <math xmlns="http://www.w3.org/1998/Math/MathML"> <mrow> 
        <msubsup> 
         <mi>
           y 
         </mi> 
         <mi>
           i 
         </mi> 
         <mrow> 
          <mrow> 
           <mo>
             ( 
           </mo> 
           <mn>
             2 
           </mn> 
           <mo>
             ) 
           </mo> 
          </mrow> 
         </mrow> 
        </msubsup> 
        <mo>
          = 
        </mo> 
        <mfrac> 
         <mi>
           x 
         </mi> 
         <mn>
           2 
         </mn> 
        </mfrac> 
        <mo>
          − 
        </mo> 
        <mfrac> 
         <mn>
           1 
         </mn> 
         <mn>
           2 
         </mn> 
        </mfrac> 
        <msqrt> 
         <mrow> 
          <msup> 
           <mi>
             x 
           </mi> 
           <mn>
             2 
           </mn> 
          </msup> 
          <mo>
            − 
          </mo> 
          <mn>
            4 
          </mn> 
          <mfrac> 
           <mrow> 
            <msub> 
             <mi>
               β 
             </mi> 
             <mi>
               s 
             </mi> 
            </msub> 
            <msub> 
             <mi>
               F 
             </mi> 
             <mrow> 
              <mi>
                s 
              </mi> 
              <mi>
                i 
              </mi> 
             </mrow> 
            </msub> 
           </mrow> 
           <mi>
             k 
           </mi> 
          </mfrac> 
         </mrow> 
        </msqrt> 
        <mo>
          , 
        </mo> 
       </mrow> 
      </math></p>
     <p>
      <math xmlns="http://www.w3.org/1998/Math/MathML"> <mrow> 
        <msubsup> 
         <mi>
           y 
         </mi> 
         <mi>
           i 
         </mi> 
         <mrow> 
          <mrow> 
           <mo>
             ( 
           </mo> 
           <mn>
             3 
           </mn> 
           <mo>
             ) 
           </mo> 
          </mrow> 
         </mrow> 
        </msubsup> 
        <mo>
          = 
        </mo> 
        <mfrac> 
         <mi>
           x 
         </mi> 
         <mn>
           2 
         </mn> 
        </mfrac> 
        <mo>
          + 
        </mo> 
        <mfrac> 
         <mn>
           1 
         </mn> 
         <mn>
           2 
         </mn> 
        </mfrac> 
        <msqrt> 
         <mrow> 
          <msup> 
           <mi>
             x 
           </mi> 
           <mn>
             2 
           </mn> 
          </msup> 
          <mo>
            − 
          </mo> 
          <mn>
            4 
          </mn> 
          <mfrac> 
           <mrow> 
            <msub> 
             <mi>
               β 
             </mi> 
             <mi>
               s 
             </mi> 
            </msub> 
            <msub> 
             <mi>
               F 
             </mi> 
             <mrow> 
              <mi>
                s 
              </mi> 
              <mi>
                i 
              </mi> 
             </mrow> 
            </msub> 
           </mrow> 
           <mi>
             k 
           </mi> 
          </mfrac> 
         </mrow> 
        </msqrt> 
        <mo>
          , 
        </mo> 
       </mrow> 
      </math></p>
     <p>for 
      <math xmlns="http://www.w3.org/1998/Math/MathML"> <mrow> 
        <mi>
          i 
        </mi> 
        <mo>
          = 
        </mo> 
        <mn>
          1 
        </mn> 
        <mo>
          , 
        </mo> 
        <mn>
          2 
        </mn> 
       </mrow> 
      </math>.</p>
     <p>(We will also use this notation in Case 2, Case 3, and Case 4.)</p>
     <p>It can be verified that 
      <math xmlns="http://www.w3.org/1998/Math/MathML"> <mrow> 
        <msubsup> 
         <mi>
           y 
         </mi> 
         <mi>
           i 
         </mi> 
         <mrow> 
          <mrow> 
           <mo>
             ( 
           </mo> 
           <mi>
             j 
           </mi> 
           <mo>
             ) 
           </mo> 
          </mrow> 
         </mrow> 
        </msubsup> 
        <mo>
          , 
        </mo> 
        <mi>
          j 
        </mi> 
        <mo>
          = 
        </mo> 
        <mn>
          1 
        </mn> 
        <mo>
          , 
        </mo> 
        <mn>
          2 
        </mn> 
        <mo>
          , 
        </mo> 
        <mn>
          3 
        </mn> 
       </mrow> 
      </math> are the solutions for the function 
      <math xmlns="http://www.w3.org/1998/Math/MathML"> <mrow> 
        <mfrac> 
         <mi>
           k 
         </mi> 
         <mrow> 
          <msub> 
           <mi>
             v 
           </mi> 
           <mi>
             i 
           </mi> 
          </msub> 
         </mrow> 
        </mfrac> 
        <mrow> 
         <mo>
           | 
         </mo> 
         <mrow> 
          <msub> 
           <mi>
             y 
           </mi> 
           <mi>
             i 
           </mi> 
          </msub> 
          <mo>
            − 
          </mo> 
          <msub> 
           <mi>
             x 
           </mi> 
           <mi>
             i 
           </mi> 
          </msub> 
         </mrow> 
         <mo>
           | 
         </mo> 
        </mrow> 
        <msub> 
         <mi>
           y 
         </mi> 
         <mi>
           i 
         </mi> 
        </msub> 
        <mo>
          + 
        </mo> 
        <mfrac> 
         <mrow> 
          <msub> 
           <mi>
             F 
           </mi> 
           <mrow> 
            <mi>
              s 
            </mi> 
            <mi>
              i 
            </mi> 
           </mrow> 
          </msub> 
          <mo>
            ⋅ 
          </mo> 
          <msub> 
           <mi>
             β 
           </mi> 
           <mi>
             s 
           </mi> 
          </msub> 
         </mrow> 
         <mrow> 
          <msub> 
           <mi>
             v 
           </mi> 
           <mi>
             i 
           </mi> 
          </msub> 
         </mrow> 
        </mfrac> 
        <mo>
          = 
        </mo> 
        <mn>
          0 
        </mn> 
        <mo>
          , 
        </mo> 
        <mi>
          i 
        </mi> 
        <mo>
          = 
        </mo> 
        <mn>
          1 
        </mn> 
        <mo>
          , 
        </mo> 
        <mn>
          2 
        </mn> 
       </mrow> 
      </math>.</p>
     <p>As a result, there are up to 
      <math xmlns="http://www.w3.org/1998/Math/MathML"> <mrow> 
        <mn>
          3 
        </mn> 
        <mo>
          × 
        </mo> 
        <mn>
          3 
        </mn> 
        <mo>
          = 
        </mo> 
        <mn>
          9 
        </mn> 
       </mrow> 
      </math> steady states, i.e., combinations of 
      <math xmlns="http://www.w3.org/1998/Math/MathML"> <mrow> 
        <mrow> 
         <mo>
           ( 
         </mo> 
         <mrow> 
          <msubsup> 
           <mi>
             y 
           </mi> 
           <mn>
             1 
           </mn> 
           <mrow> 
            <mrow> 
             <mo>
               ( 
             </mo> 
             <mrow> 
              <msub> 
               <mi>
                 j 
               </mi> 
               <mn>
                 1 
               </mn> 
              </msub> 
             </mrow> 
             <mo>
               ) 
             </mo> 
            </mrow> 
           </mrow> 
          </msubsup> 
          <mo>
            , 
          </mo> 
          <msubsup> 
           <mi>
             y 
           </mi> 
           <mn>
             2 
           </mn> 
           <mrow> 
            <mrow> 
             <mo>
               ( 
             </mo> 
             <mrow> 
              <msub> 
               <mi>
                 j 
               </mi> 
               <mn>
                 2 
               </mn> 
              </msub> 
             </mrow> 
             <mo>
               ) 
             </mo> 
            </mrow> 
           </mrow> 
          </msubsup> 
         </mrow> 
         <mo>
           ) 
         </mo> 
        </mrow> 
       </mrow> 
      </math> for 
      <math xmlns="http://www.w3.org/1998/Math/MathML"> <mrow> 
        <msub> 
         <mi>
           j 
         </mi> 
         <mn>
           1 
         </mn> 
        </msub> 
        <mo>
          , 
        </mo> 
        <msub> 
         <mi>
           j 
         </mi> 
         <mn>
           2 
         </mn> 
        </msub> 
        <mo>
          = 
        </mo> 
        <mn>
          1 
        </mn> 
        <mo>
          , 
        </mo> 
        <mn>
          2 
        </mn> 
        <mo>
          , 
        </mo> 
        <mn>
          3 
        </mn> 
       </mrow> 
      </math>.</p>
     <p>The Jacobian analysis shows that 4 of these steady states are stable:</p>
     <p>
      <math xmlns="http://www.w3.org/1998/Math/MathML"> <mrow> 
        <mrow> 
         <mo>
           ( 
         </mo> 
         <mrow> 
          <msub> 
           <mi>
             y 
           </mi> 
           <mn>
             1 
           </mn> 
          </msub> 
          <mo>
            , 
          </mo> 
          <msub> 
           <mi>
             y 
           </mi> 
           <mn>
             2 
           </mn> 
          </msub> 
         </mrow> 
         <mo>
           ) 
         </mo> 
        </mrow> 
        <mo>
          = 
        </mo> 
        <mrow> 
         <mo>
           ( 
         </mo> 
         <mrow> 
          <msubsup> 
           <mi>
             y 
           </mi> 
           <mn>
             1 
           </mn> 
           <mrow> 
            <mrow> 
             <mo>
               ( 
             </mo> 
             <mn>
               1 
             </mn> 
             <mo>
               ) 
             </mo> 
            </mrow> 
           </mrow> 
          </msubsup> 
          <mo>
            , 
          </mo> 
          <msubsup> 
           <mi>
             y 
           </mi> 
           <mn>
             2 
           </mn> 
           <mrow> 
            <mrow> 
             <mo>
               ( 
             </mo> 
             <mn>
               1 
             </mn> 
             <mo>
               ) 
             </mo> 
            </mrow> 
           </mrow> 
          </msubsup> 
         </mrow> 
         <mo>
           ) 
         </mo> 
        </mrow> 
        <mo>
          , 
        </mo> 
        <mrow> 
         <mo>
           ( 
         </mo> 
         <mrow> 
          <msubsup> 
           <mi>
             y 
           </mi> 
           <mn>
             1 
           </mn> 
           <mrow> 
            <mrow> 
             <mo>
               ( 
             </mo> 
             <mn>
               1 
             </mn> 
             <mo>
               ) 
             </mo> 
            </mrow> 
           </mrow> 
          </msubsup> 
          <mo>
            , 
          </mo> 
          <msubsup> 
           <mi>
             y 
           </mi> 
           <mn>
             2 
           </mn> 
           <mrow> 
            <mrow> 
             <mo>
               ( 
             </mo> 
             <mn>
               3 
             </mn> 
             <mo>
               ) 
             </mo> 
            </mrow> 
           </mrow> 
          </msubsup> 
         </mrow> 
         <mo>
           ) 
         </mo> 
        </mrow> 
        <mo>
          , 
        </mo> 
        <mrow> 
         <mo>
           ( 
         </mo> 
         <mrow> 
          <msubsup> 
           <mi>
             y 
           </mi> 
           <mn>
             1 
           </mn> 
           <mrow> 
            <mrow> 
             <mo>
               ( 
             </mo> 
             <mn>
               3 
             </mn> 
             <mo>
               ) 
             </mo> 
            </mrow> 
           </mrow> 
          </msubsup> 
          <mo>
            , 
          </mo> 
          <msubsup> 
           <mi>
             y 
           </mi> 
           <mn>
             2 
           </mn> 
           <mrow> 
            <mrow> 
             <mo>
               ( 
             </mo> 
             <mn>
               1 
             </mn> 
             <mo>
               ) 
             </mo> 
            </mrow> 
           </mrow> 
          </msubsup> 
         </mrow> 
         <mo>
           ) 
         </mo> 
        </mrow> 
        <mo>
          , 
        </mo> 
        <mrow> 
         <mo>
           ( 
         </mo> 
         <mrow> 
          <msubsup> 
           <mi>
             y 
           </mi> 
           <mn>
             1 
           </mn> 
           <mrow> 
            <mrow> 
             <mo>
               ( 
             </mo> 
             <mn>
               3 
             </mn> 
             <mo>
               ) 
             </mo> 
            </mrow> 
           </mrow> 
          </msubsup> 
          <mo>
            , 
          </mo> 
          <msubsup> 
           <mi>
             y 
           </mi> 
           <mn>
             2 
           </mn> 
           <mrow> 
            <mrow> 
             <mo>
               ( 
             </mo> 
             <mn>
               3 
             </mn> 
             <mo>
               ) 
             </mo> 
            </mrow> 
           </mrow> 
          </msubsup> 
         </mrow> 
         <mo>
           ) 
         </mo> 
        </mrow> 
        <mo>
          . 
        </mo> 
       </mrow> 
      </math></p>
     <p>And they represent the four main modes of the circulation, see <xref ref-type="fig" rid="fig5">
       Figure 5
      </xref>.</p>
     <p>Case 2: 
      <math xmlns="http://www.w3.org/1998/Math/MathML"> <mrow> 
        <msubsup> 
         <mi>
           x 
         </mi> 
         <mn>
           1 
         </mn> 
         <mn>
           2 
         </mn> 
        </msubsup> 
        <mo>
          &lt; 
        </mo> 
        <mn>
          4 
        </mn> 
        <mfrac> 
         <mrow> 
          <msub> 
           <mi>
             β 
           </mi> 
           <mi>
             s 
           </mi> 
          </msub> 
          <msub> 
           <mi>
             F 
           </mi> 
           <mrow> 
            <mi>
              s 
            </mi> 
            <mn>
              1 
            </mn> 
           </mrow> 
          </msub> 
         </mrow> 
         <mi>
           k 
         </mi> 
        </mfrac> 
       </mrow> 
      </math> and 
      <math xmlns="http://www.w3.org/1998/Math/MathML"> <mrow> 
        <msubsup> 
         <mi>
           x 
         </mi> 
         <mn>
           2 
         </mn> 
         <mn>
           2 
         </mn> 
        </msubsup> 
        <mo>
          &gt; 
        </mo> 
        <mn>
          4 
        </mn> 
        <mfrac> 
         <mrow> 
          <msub> 
           <mi>
             β 
           </mi> 
           <mi>
             s 
           </mi> 
          </msub> 
          <msub> 
           <mi>
             F 
           </mi> 
           <mrow> 
            <mi>
              s 
            </mi> 
            <mn>
              2 
            </mn> 
           </mrow> 
          </msub> 
         </mrow> 
         <mi>
           k 
         </mi> 
        </mfrac> 
       </mrow> 
      </math></p>
     <p>Similarly, it can be inferred that there are 3 steady states in total:</p>
     <p>
      <math xmlns="http://www.w3.org/1998/Math/MathML"> <mrow> 
        <mrow> 
         <mo>
           ( 
         </mo> 
         <mrow> 
          <msub> 
           <mi>
             y 
           </mi> 
           <mn>
             1 
           </mn> 
          </msub> 
          <mo>
            , 
          </mo> 
          <msub> 
           <mi>
             y 
           </mi> 
           <mn>
             2 
           </mn> 
          </msub> 
         </mrow> 
         <mo>
           ) 
         </mo> 
        </mrow> 
        <mo>
          = 
        </mo> 
        <mrow> 
         <mo>
           ( 
         </mo> 
         <mrow> 
          <msubsup> 
           <mi>
             y 
           </mi> 
           <mn>
             1 
           </mn> 
           <mrow> 
            <mrow> 
             <mo>
               ( 
             </mo> 
             <mn>
               1 
             </mn> 
             <mo>
               ) 
             </mo> 
            </mrow> 
           </mrow> 
          </msubsup> 
          <mo>
            , 
          </mo> 
          <msubsup> 
           <mi>
             y 
           </mi> 
           <mn>
             2 
           </mn> 
           <mrow> 
            <mrow> 
             <mo>
               ( 
             </mo> 
             <mi>
               j 
             </mi> 
             <mo>
               ) 
             </mo> 
            </mrow> 
           </mrow> 
          </msubsup> 
         </mrow> 
         <mo>
           ) 
         </mo> 
        </mrow> 
        <mo>
          , 
        </mo> 
        <mtext>
            
        </mtext> 
        <mtext>
            
        </mtext> 
        <mi>
          j 
        </mi> 
        <mo>
          = 
        </mo> 
        <mn>
          1 
        </mn> 
        <mo>
          , 
        </mo> 
        <mn>
          2 
        </mn> 
        <mo>
          , 
        </mo> 
        <mn>
          3 
        </mn> 
        <mo>
          , 
        </mo> 
       </mrow> 
      </math></p>
     <p>with 2 of them being stable:</p>
     <p>
      <math xmlns="http://www.w3.org/1998/Math/MathML"> <mrow> 
        <mrow> 
         <mo>
           ( 
         </mo> 
         <mrow> 
          <msub> 
           <mi>
             y 
           </mi> 
           <mn>
             1 
           </mn> 
          </msub> 
          <mo>
            , 
          </mo> 
          <msub> 
           <mi>
             y 
           </mi> 
           <mn>
             2 
           </mn> 
          </msub> 
         </mrow> 
         <mo>
           ) 
         </mo> 
        </mrow> 
        <mo>
          = 
        </mo> 
        <mrow> 
         <mo>
           ( 
         </mo> 
         <mrow> 
          <msubsup> 
           <mi>
             y 
           </mi> 
           <mn>
             1 
           </mn> 
           <mrow> 
            <mrow> 
             <mo>
               ( 
             </mo> 
             <mn>
               1 
             </mn> 
             <mo>
               ) 
             </mo> 
            </mrow> 
           </mrow> 
          </msubsup> 
          <mo>
            , 
          </mo> 
          <msubsup> 
           <mi>
             y 
           </mi> 
           <mn>
             2 
           </mn> 
           <mrow> 
            <mrow> 
             <mo>
               ( 
             </mo> 
             <mn>
               1 
             </mn> 
             <mo>
               ) 
             </mo> 
            </mrow> 
           </mrow> 
          </msubsup> 
         </mrow> 
         <mo>
           ) 
         </mo> 
        </mrow> 
        <mo>
          , 
        </mo> 
        <mrow> 
         <mo>
           ( 
         </mo> 
         <mrow> 
          <msubsup> 
           <mi>
             y 
           </mi> 
           <mn>
             1 
           </mn> 
           <mrow> 
            <mrow> 
             <mo>
               ( 
             </mo> 
             <mn>
               1 
             </mn> 
             <mo>
               ) 
             </mo> 
            </mrow> 
           </mrow> 
          </msubsup> 
          <mo>
            , 
          </mo> 
          <msubsup> 
           <mi>
             y 
           </mi> 
           <mn>
             2 
           </mn> 
           <mrow> 
            <mrow> 
             <mo>
               ( 
             </mo> 
             <mn>
               3 
             </mn> 
             <mo>
               ) 
             </mo> 
            </mrow> 
           </mrow> 
          </msubsup> 
         </mrow> 
         <mo>
           ) 
         </mo> 
        </mrow> 
        <mo>
          . 
        </mo> 
       </mrow> 
      </math></p>
     <fig id="fig5" position="float">
      <label>Figure 5</label>
      <caption>
       <title>
        <xref ref-type="bibr" rid="scirp.146698-"></xref>Figure 5. The four main modes of circulation in Stommel’s three-box model.</title>
      </caption>
      <graphic mimetype="image" position="float" xlink:type="simple" xlink:href="https://html.scirp.org/file/2860335-rId176.jpeg?20251028020256" />
     </fig>
     <p>Case 3: 
      <math xmlns="http://www.w3.org/1998/Math/MathML"> <mrow> 
        <msubsup> 
         <mi>
           x 
         </mi> 
         <mn>
           1 
         </mn> 
         <mn>
           2 
         </mn> 
        </msubsup> 
        <mo>
          &gt; 
        </mo> 
        <mn>
          4 
        </mn> 
        <mfrac> 
         <mrow> 
          <msub> 
           <mi>
             β 
           </mi> 
           <mi>
             s 
           </mi> 
          </msub> 
          <msub> 
           <mi>
             F 
           </mi> 
           <mrow> 
            <mi>
              s 
            </mi> 
            <mn>
              1 
            </mn> 
           </mrow> 
          </msub> 
         </mrow> 
         <mi>
           k 
         </mi> 
        </mfrac> 
       </mrow> 
      </math> and 
      <math xmlns="http://www.w3.org/1998/Math/MathML"> <mrow> 
        <msubsup> 
         <mi>
           x 
         </mi> 
         <mn>
           2 
         </mn> 
         <mn>
           2 
         </mn> 
        </msubsup> 
        <mo>
          &lt; 
        </mo> 
        <mn>
          4 
        </mn> 
        <mfrac> 
         <mrow> 
          <msub> 
           <mi>
             β 
           </mi> 
           <mi>
             s 
           </mi> 
          </msub> 
          <msub> 
           <mi>
             F 
           </mi> 
           <mrow> 
            <mi>
              s 
            </mi> 
            <mn>
              2 
            </mn> 
           </mrow> 
          </msub> 
         </mrow> 
         <mi>
           k 
         </mi> 
        </mfrac> 
       </mrow> 
      </math></p>
     <p>Similarly, it can be inferred that there are 3 steady states in total:</p>
     <p>
      <math xmlns="http://www.w3.org/1998/Math/MathML"> <mrow> 
        <mrow> 
         <mo>
           ( 
         </mo> 
         <mrow> 
          <msub> 
           <mi>
             y 
           </mi> 
           <mn>
             1 
           </mn> 
          </msub> 
          <mo>
            , 
          </mo> 
          <msub> 
           <mi>
             y 
           </mi> 
           <mn>
             2 
           </mn> 
          </msub> 
         </mrow> 
         <mo>
           ) 
         </mo> 
        </mrow> 
        <mo>
          = 
        </mo> 
        <mrow> 
         <mo>
           ( 
         </mo> 
         <mrow> 
          <msubsup> 
           <mi>
             y 
           </mi> 
           <mn>
             1 
           </mn> 
           <mrow> 
            <mrow> 
             <mo>
               ( 
             </mo> 
             <mi>
               j 
             </mi> 
             <mo>
               ) 
             </mo> 
            </mrow> 
           </mrow> 
          </msubsup> 
          <mo>
            , 
          </mo> 
          <msubsup> 
           <mi>
             y 
           </mi> 
           <mn>
             2 
           </mn> 
           <mrow> 
            <mrow> 
             <mo>
               ( 
             </mo> 
             <mn>
               1 
             </mn> 
             <mo>
               ) 
             </mo> 
            </mrow> 
           </mrow> 
          </msubsup> 
         </mrow> 
         <mo>
           ) 
         </mo> 
        </mrow> 
        <mo>
          , 
        </mo> 
        <mtext>
            
        </mtext> 
        <mtext>
            
        </mtext> 
        <mi>
          j 
        </mi> 
        <mo>
          = 
        </mo> 
        <mn>
          1 
        </mn> 
        <mo>
          , 
        </mo> 
        <mn>
          2 
        </mn> 
        <mo>
          , 
        </mo> 
        <mn>
          3 
        </mn> 
        <mo>
          , 
        </mo> 
       </mrow> 
      </math></p>
     <p>with 2 of them being stable:</p>
     <p>
      <math xmlns="http://www.w3.org/1998/Math/MathML"> <mrow> 
        <mrow> 
         <mo>
           ( 
         </mo> 
         <mrow> 
          <msub> 
           <mi>
             y 
           </mi> 
           <mn>
             1 
           </mn> 
          </msub> 
          <mo>
            , 
          </mo> 
          <msub> 
           <mi>
             y 
           </mi> 
           <mn>
             2 
           </mn> 
          </msub> 
         </mrow> 
         <mo>
           ) 
         </mo> 
        </mrow> 
        <mo>
          = 
        </mo> 
        <mrow> 
         <mo>
           ( 
         </mo> 
         <mrow> 
          <msubsup> 
           <mi>
             y 
           </mi> 
           <mn>
             1 
           </mn> 
           <mrow> 
            <mrow> 
             <mo>
               ( 
             </mo> 
             <mn>
               1 
             </mn> 
             <mo>
               ) 
             </mo> 
            </mrow> 
           </mrow> 
          </msubsup> 
          <mo>
            , 
          </mo> 
          <msubsup> 
           <mi>
             y 
           </mi> 
           <mn>
             2 
           </mn> 
           <mrow> 
            <mrow> 
             <mo>
               ( 
             </mo> 
             <mn>
               1 
             </mn> 
             <mo>
               ) 
             </mo> 
            </mrow> 
           </mrow> 
          </msubsup> 
         </mrow> 
         <mo>
           ) 
         </mo> 
        </mrow> 
        <mo>
          , 
        </mo> 
        <mrow> 
         <mo>
           ( 
         </mo> 
         <mrow> 
          <msubsup> 
           <mi>
             y 
           </mi> 
           <mn>
             1 
           </mn> 
           <mrow> 
            <mrow> 
             <mo>
               ( 
             </mo> 
             <mn>
               3 
             </mn> 
             <mo>
               ) 
             </mo> 
            </mrow> 
           </mrow> 
          </msubsup> 
          <mo>
            , 
          </mo> 
          <msubsup> 
           <mi>
             y 
           </mi> 
           <mn>
             2 
           </mn> 
           <mrow> 
            <mrow> 
             <mo>
               ( 
             </mo> 
             <mn>
               1 
             </mn> 
             <mo>
               ) 
             </mo> 
            </mrow> 
           </mrow> 
          </msubsup> 
         </mrow> 
         <mo>
           ) 
         </mo> 
        </mrow> 
        <mo>
          . 
        </mo> 
       </mrow> 
      </math></p>
     <p>Case 4: 
      <math xmlns="http://www.w3.org/1998/Math/MathML"> <mrow> 
        <msubsup> 
         <mi>
           x 
         </mi> 
         <mn>
           1 
         </mn> 
         <mn>
           2 
         </mn> 
        </msubsup> 
        <mo>
          &lt; 
        </mo> 
        <mn>
          4 
        </mn> 
        <mfrac> 
         <mrow> 
          <msub> 
           <mi>
             β 
           </mi> 
           <mi>
             s 
           </mi> 
          </msub> 
          <msub> 
           <mi>
             F 
           </mi> 
           <mrow> 
            <mi>
              s 
            </mi> 
            <mn>
              1 
            </mn> 
           </mrow> 
          </msub> 
         </mrow> 
         <mi>
           k 
         </mi> 
        </mfrac> 
       </mrow> 
      </math> and 
      <math xmlns="http://www.w3.org/1998/Math/MathML"> <mrow> 
        <msubsup> 
         <mi>
           x 
         </mi> 
         <mn>
           2 
         </mn> 
         <mn>
           2 
         </mn> 
        </msubsup> 
        <mo>
          &lt; 
        </mo> 
        <mn>
          4 
        </mn> 
        <mfrac> 
         <mrow> 
          <msub> 
           <mi>
             β 
           </mi> 
           <mi>
             s 
           </mi> 
          </msub> 
          <msub> 
           <mi>
             F 
           </mi> 
           <mrow> 
            <mi>
              s 
            </mi> 
            <mn>
              2 
            </mn> 
           </mrow> 
          </msub> 
         </mrow> 
         <mi>
           k 
         </mi> 
        </mfrac> 
       </mrow> 
      </math></p>
     <p>Similarly, it can be inferred that there exists only one steady state:</p>
     <p>
      <math xmlns="http://www.w3.org/1998/Math/MathML"> <mrow> 
        <mrow> 
         <mo>
           ( 
         </mo> 
         <mrow> 
          <msub> 
           <mi>
             y 
           </mi> 
           <mn>
             1 
           </mn> 
          </msub> 
          <mo>
            , 
          </mo> 
          <msub> 
           <mi>
             y 
           </mi> 
           <mn>
             2 
           </mn> 
          </msub> 
         </mrow> 
         <mo>
           ) 
         </mo> 
        </mrow> 
        <mo>
          = 
        </mo> 
        <mrow> 
         <mo>
           ( 
         </mo> 
         <mrow> 
          <msubsup> 
           <mi>
             y 
           </mi> 
           <mn>
             1 
           </mn> 
           <mrow> 
            <mrow> 
             <mo>
               ( 
             </mo> 
             <mn>
               1 
             </mn> 
             <mo>
               ) 
             </mo> 
            </mrow> 
           </mrow> 
          </msubsup> 
          <mo>
            , 
          </mo> 
          <msubsup> 
           <mi>
             y 
           </mi> 
           <mn>
             2 
           </mn> 
           <mrow> 
            <mrow> 
             <mo>
               ( 
             </mo> 
             <mn>
               1 
             </mn> 
             <mo>
               ) 
             </mo> 
            </mrow> 
           </mrow> 
          </msubsup> 
         </mrow> 
         <mo>
           ) 
         </mo> 
        </mrow> 
       </mrow> 
      </math></p>
     <p>And the steady state is stable.</p>
     <p>Up to this point, we have discussed the steady-state solutions of this ordinary differential equation. However, for a given initial value, will the solution trajectory ultimately converge to one of these steady-state points? The following proof guarantees this.</p>
     <p>Theorem 1 (Stability Analysis) There exists 
      <math xmlns="http://www.w3.org/1998/Math/MathML"> <mrow> 
        <msub> 
         <mi>
           a 
         </mi> 
         <mn>
           1 
         </mn> 
        </msub> 
        <mo>
          , 
        </mo> 
        <msub> 
         <mi>
           a 
         </mi> 
         <mn>
           2 
         </mn> 
        </msub> 
        <mo>
          ∈ 
        </mo> 
        <mi>
          R 
        </mi> 
       </mrow> 
      </math> such that </p>
     <p>
      <math xmlns="http://www.w3.org/1998/Math/MathML"> <mrow> 
        <munder> 
         <mrow> 
          <mtext>
            lim 
          </mtext> 
         </mrow> 
         <mrow> 
          <mi>
            t 
          </mi> 
          <mo>
            → 
          </mo> 
          <mi>
            ∞ 
          </mi> 
         </mrow> 
        </munder> 
        <mrow> 
         <mo>
           | 
         </mo> 
         <mrow> 
          <msub> 
           <mi>
             y 
           </mi> 
           <mn>
             1 
           </mn> 
          </msub> 
          <mo>
            − 
          </mo> 
          <msub> 
           <mi>
             a 
           </mi> 
           <mn>
             1 
           </mn> 
          </msub> 
         </mrow> 
         <mo>
           | 
         </mo> 
        </mrow> 
        <mo>
          = 
        </mo> 
        <mn>
          0 
        </mn> 
       </mrow> 
      </math> and 
      <math xmlns="http://www.w3.org/1998/Math/MathML"> <mrow> 
        <munder> 
         <mrow> 
          <mtext>
            lim 
          </mtext> 
         </mrow> 
         <mrow> 
          <mi>
            t 
          </mi> 
          <mo>
            → 
          </mo> 
          <mi>
            ∞ 
          </mi> 
         </mrow> 
        </munder> 
        <mrow> 
         <mo>
           | 
         </mo> 
         <mrow> 
          <msub> 
           <mi>
             y 
           </mi> 
           <mn>
             2 
           </mn> 
          </msub> 
          <mo>
            − 
          </mo> 
          <msub> 
           <mi>
             a 
           </mi> 
           <mn>
             2 
           </mn> 
          </msub> 
         </mrow> 
         <mo>
           | 
         </mo> 
        </mrow> 
        <mo>
          = 
        </mo> 
        <mn>
          0 
        </mn> 
       </mrow> 
      </math>.</p>
     <p>Proof 3.1 We only prove the case 
      <math xmlns="http://www.w3.org/1998/Math/MathML"> <mrow> 
        <msubsup> 
         <mi>
           x 
         </mi> 
         <mn>
           1 
         </mn> 
         <mn>
           2 
         </mn> 
        </msubsup> 
        <mo>
          ≥ 
        </mo> 
        <mn>
          4 
        </mn> 
        <mfrac> 
         <mrow> 
          <msub> 
           <mi>
             F 
           </mi> 
           <mrow> 
            <mi>
              s 
            </mi> 
            <mn>
              1 
            </mn> 
           </mrow> 
          </msub> 
          <mo>
            ⋅ 
          </mo> 
          <msub> 
           <mi>
             β 
           </mi> 
           <mi>
             s 
           </mi> 
          </msub> 
         </mrow> 
         <mi>
           V 
         </mi> 
        </mfrac> 
        <mo>
          , 
        </mo> 
        <msubsup> 
         <mi>
           x 
         </mi> 
         <mn>
           2 
         </mn> 
         <mn>
           2 
         </mn> 
        </msubsup> 
        <mo>
          ≥ 
        </mo> 
        <mn>
          4 
        </mn> 
        <mfrac> 
         <mrow> 
          <msub> 
           <mi>
             F 
           </mi> 
           <mrow> 
            <mi>
              s 
            </mi> 
            <mn>
              2 
            </mn> 
           </mrow> 
          </msub> 
          <mo>
            ⋅ 
          </mo> 
          <msub> 
           <mi>
             β 
           </mi> 
           <mi>
             s 
           </mi> 
          </msub> 
         </mrow> 
         <mi>
           V 
         </mi> 
        </mfrac> 
       </mrow> 
      </math>:</p>
     <p>Denote </p>
     <p>
      <math xmlns="http://www.w3.org/1998/Math/MathML"> <mtable columnalign="left"> 
        <mtr> 
         <mtd> 
          <mi>
            f 
          </mi> 
          <mrow> 
           <mo>
             ( 
           </mo> 
           <mi>
             y 
           </mi> 
           <mo>
             ) 
           </mo> 
          </mrow> 
          <mo>
            = 
          </mo> 
          <mo>
            − 
          </mo> 
          <mfrac> 
           <mi>
             k 
           </mi> 
           <mi>
             v 
           </mi> 
          </mfrac> 
          <mrow> 
           <mo>
             | 
           </mo> 
           <mrow> 
            <mrow> 
             <mo>
               ( 
             </mo> 
             <mrow> 
              <mi>
                y 
              </mi> 
              <mo>
                − 
              </mo> 
              <msub> 
               <mi>
                 x 
               </mi> 
               <mn>
                 1 
               </mn> 
              </msub> 
             </mrow> 
             <mo>
               ) 
             </mo> 
            </mrow> 
           </mrow> 
           <mo>
             | 
           </mo> 
          </mrow> 
          <mi>
            y 
          </mi> 
          <mo>
            − 
          </mo> 
          <mfrac> 
           <mrow> 
            <msub> 
             <mi>
               F 
             </mi> 
             <mrow> 
              <mi>
                s 
              </mi> 
              <mn>
                1 
              </mn> 
             </mrow> 
            </msub> 
            <mo>
              ⋅ 
            </mo> 
            <msub> 
             <mi>
               β 
             </mi> 
             <mi>
               s 
             </mi> 
            </msub> 
           </mrow> 
           <mi>
             v 
           </mi> 
          </mfrac> 
          <mo>
            , 
          </mo> 
         </mtd> 
        </mtr> 
        <mtr> 
         <mtd> 
          <mi>
            g 
          </mi> 
          <mrow> 
           <mo>
             ( 
           </mo> 
           <mi>
             y 
           </mi> 
           <mo>
             ) 
           </mo> 
          </mrow> 
          <mo>
            = 
          </mo> 
          <mo>
            − 
          </mo> 
          <mfrac> 
           <mi>
             k 
           </mi> 
           <mi>
             v 
           </mi> 
          </mfrac> 
          <mrow> 
           <mo>
             | 
           </mo> 
           <mrow> 
            <mrow> 
             <mo>
               ( 
             </mo> 
             <mrow> 
              <mi>
                y 
              </mi> 
              <mo>
                − 
              </mo> 
              <msub> 
               <mi>
                 x 
               </mi> 
               <mn>
                 2 
               </mn> 
              </msub> 
             </mrow> 
             <mo>
               ) 
             </mo> 
            </mrow> 
           </mrow> 
           <mo>
             | 
           </mo> 
          </mrow> 
          <mi>
            y 
          </mi> 
          <mo>
            − 
          </mo> 
          <mfrac> 
           <mrow> 
            <msub> 
             <mi>
               F 
             </mi> 
             <mrow> 
              <mi>
                s 
              </mi> 
              <mn>
                2 
              </mn> 
             </mrow> 
            </msub> 
            <mo>
              ⋅ 
            </mo> 
            <msub> 
             <mi>
               β 
             </mi> 
             <mi>
               s 
             </mi> 
            </msub> 
           </mrow> 
           <mi>
             v 
           </mi> 
          </mfrac> 
          <mo>
            , 
          </mo> 
         </mtd> 
        </mtr> 
       </mtable> 
      </math></p>
     <p>Thus </p>
     <p>
      <math xmlns="http://www.w3.org/1998/Math/MathML"> <mtable columnalign="left"> 
        <mtr> 
         <mtd> 
          <mfrac> 
           <mrow> 
            <mtext>
              d 
            </mtext> 
            <msub> 
             <mi>
               y 
             </mi> 
             <mn>
               1 
             </mn> 
            </msub> 
           </mrow> 
           <mrow> 
            <mtext>
              d 
            </mtext> 
            <mi>
              t 
            </mi> 
           </mrow> 
          </mfrac> 
          <mo>
            = 
          </mo> 
          <mn>
            2 
          </mn> 
          <mi>
            f 
          </mi> 
          <mrow> 
           <mo>
             ( 
           </mo> 
           <mrow> 
            <msub> 
             <mi>
               y 
             </mi> 
             <mn>
               1 
             </mn> 
            </msub> 
           </mrow> 
           <mo>
             ) 
           </mo> 
          </mrow> 
          <mo>
            + 
          </mo> 
          <mi>
            g 
          </mi> 
          <mrow> 
           <mo>
             ( 
           </mo> 
           <mrow> 
            <msub> 
             <mi>
               y 
             </mi> 
             <mn>
               2 
             </mn> 
            </msub> 
           </mrow> 
           <mo>
             ) 
           </mo> 
          </mrow> 
          <mo>
            , 
          </mo> 
         </mtd> 
        </mtr> 
        <mtr> 
         <mtd> 
          <mfrac> 
           <mrow> 
            <mtext>
              d 
            </mtext> 
            <msub> 
             <mi>
               y 
             </mi> 
             <mn>
               2 
             </mn> 
            </msub> 
           </mrow> 
           <mrow> 
            <mtext>
              d 
            </mtext> 
            <mi>
              t 
            </mi> 
           </mrow> 
          </mfrac> 
          <mo>
            = 
          </mo> 
          <mi>
            f 
          </mi> 
          <mrow> 
           <mo>
             ( 
           </mo> 
           <mrow> 
            <msub> 
             <mi>
               y 
             </mi> 
             <mn>
               1 
             </mn> 
            </msub> 
           </mrow> 
           <mo>
             ) 
           </mo> 
          </mrow> 
          <mo>
            + 
          </mo> 
          <mfrac> 
           <mn>
             7 
           </mn> 
           <mn>
             6 
           </mn> 
          </mfrac> 
          <mi>
            g 
          </mi> 
          <mrow> 
           <mo>
             ( 
           </mo> 
           <mrow> 
            <msub> 
             <mi>
               y 
             </mi> 
             <mn>
               2 
             </mn> 
            </msub> 
           </mrow> 
           <mo>
             ) 
           </mo> 
          </mrow> 
          <mo>
            . 
          </mo> 
         </mtd> 
        </mtr> 
       </mtable> 
      </math></p>
     <p>First consider the system 
      <math xmlns="http://www.w3.org/1998/Math/MathML"> <mrow> 
        <mfrac> 
         <mrow> 
          <mtext>
            d 
          </mtext> 
          <mi>
            y 
          </mi> 
         </mrow> 
         <mrow> 
          <mtext>
            d 
          </mtext> 
          <mi>
            t 
          </mi> 
         </mrow> 
        </mfrac> 
        <mo>
          = 
        </mo> 
        <mn>
          2 
        </mn> 
        <mi>
          f 
        </mi> 
        <mrow> 
         <mo>
           ( 
         </mo> 
         <mi>
           y 
         </mi> 
         <mo>
           ) 
         </mo> 
        </mrow> 
       </mrow> 
      </math>.</p>
     <p>Similar to the two-box model, because 
      <math xmlns="http://www.w3.org/1998/Math/MathML"> <mrow> 
        <msubsup> 
         <mi>
           x 
         </mi> 
         <mn>
           1 
         </mn> 
         <mn>
           2 
         </mn> 
        </msubsup> 
        <mo>
          ≥ 
        </mo> 
        <mn>
          4 
        </mn> 
        <mfrac> 
         <mrow> 
          <msub> 
           <mi>
             F 
           </mi> 
           <mrow> 
            <mi>
              s 
            </mi> 
            <mn>
              1 
            </mn> 
           </mrow> 
          </msub> 
          <mo>
            ⋅ 
          </mo> 
          <msub> 
           <mi>
             β 
           </mi> 
           <mi>
             s 
           </mi> 
          </msub> 
         </mrow> 
         <mi>
           v 
         </mi> 
        </mfrac> 
       </mrow> 
      </math>, the system has three steady states. Let 
      <math xmlns="http://www.w3.org/1998/Math/MathML"> <mrow> 
        <msub> 
         <mi>
           b 
         </mi> 
         <mn>
           1 
         </mn> 
        </msub> 
        <mo>
          &lt; 
        </mo> 
        <msub> 
         <mi>
           b 
         </mi> 
         <mn>
           2 
         </mn> 
        </msub> 
       </mrow> 
      </math> be the stable point of the system:</p>
     <p>
      <math xmlns="http://www.w3.org/1998/Math/MathML"> <mrow> 
        <mfrac> 
         <mrow> 
          <mtext>
            d 
          </mtext> 
          <mi>
            y 
          </mi> 
         </mrow> 
         <mrow> 
          <mtext>
            d 
          </mtext> 
          <mi>
            t 
          </mi> 
         </mrow> 
        </mfrac> 
        <mo>
          = 
        </mo> 
        <mn>
          2 
        </mn> 
        <mi>
          f 
        </mi> 
        <mrow> 
         <mo>
           ( 
         </mo> 
         <mi>
           y 
         </mi> 
         <mo>
           ) 
         </mo> 
        </mrow> 
        <mo>
          . 
        </mo> 
       </mrow> 
      </math></p>
     <p>
      <math xmlns="http://www.w3.org/1998/Math/MathML"> <mrow> 
        <msub> 
         <mi>
           b 
         </mi> 
         <mn>
           3 
         </mn> 
        </msub> 
       </mrow> 
      </math> is the unstable steady point. (Review this in the two-box case.)</p>
     <p>Let 
      <math xmlns="http://www.w3.org/1998/Math/MathML"> <mrow> 
        <msub> 
         <mi>
           c 
         </mi> 
         <mn>
           1 
         </mn> 
        </msub> 
        <mo>
          &lt; 
        </mo> 
        <msub> 
         <mi>
           c 
         </mi> 
         <mn>
           2 
         </mn> 
        </msub> 
       </mrow> 
      </math> be the stable point of the system:</p>
     <p>
      <math xmlns="http://www.w3.org/1998/Math/MathML"> <mrow> 
        <mfrac> 
         <mrow> 
          <mtext>
            d 
          </mtext> 
          <mi>
            y 
          </mi> 
         </mrow> 
         <mrow> 
          <mtext>
            d 
          </mtext> 
          <mi>
            t 
          </mi> 
         </mrow> 
        </mfrac> 
        <mo>
          = 
        </mo> 
        <mn>
          2 
        </mn> 
        <mi>
          g 
        </mi> 
        <mrow> 
         <mo>
           ( 
         </mo> 
         <mi>
           y 
         </mi> 
         <mo>
           ) 
         </mo> 
        </mrow> 
        <mo>
          . 
        </mo> 
       </mrow> 
      </math></p>
     <p>
      <math xmlns="http://www.w3.org/1998/Math/MathML"> <mrow> 
        <msub> 
         <mi>
           c 
         </mi> 
         <mn>
           3 
         </mn> 
        </msub> 
       </mrow> 
      </math> is the unstable steady point. (Review this in the two-box case.)</p>
     <p>Using these notations, noticing that in the three box model, when 
      <math xmlns="http://www.w3.org/1998/Math/MathML"> <mrow> 
        <msub> 
         <mi>
           y 
         </mi> 
         <mn>
           1 
         </mn> 
        </msub> 
        <mo>
          ≤ 
        </mo> 
        <msub> 
         <mi>
           b 
         </mi> 
         <mn>
           1 
         </mn> 
        </msub> 
       </mrow> 
      </math>, 
      <math xmlns="http://www.w3.org/1998/Math/MathML"> <mrow> 
        <mi>
          f 
        </mi> 
        <mrow> 
         <mo>
           ( 
         </mo> 
         <mrow> 
          <msub> 
           <mi>
             y 
           </mi> 
           <mn>
             1 
           </mn> 
          </msub> 
         </mrow> 
         <mo>
           ) 
         </mo> 
        </mrow> 
        <mo>
          ≥ 
        </mo> 
        <mn>
          0 
        </mn> 
       </mrow> 
      </math>; 
      <math xmlns="http://www.w3.org/1998/Math/MathML"> <mrow> 
        <msub> 
         <mi>
           b 
         </mi> 
         <mn>
           1 
         </mn> 
        </msub> 
        <mo>
          ≤ 
        </mo> 
        <msub> 
         <mi>
           y 
         </mi> 
         <mn>
           1 
         </mn> 
        </msub> 
        <mo>
          ≤ 
        </mo> 
        <msub> 
         <mi>
           b 
         </mi> 
         <mn>
           3 
         </mn> 
        </msub> 
       </mrow> 
      </math>, 
      <math xmlns="http://www.w3.org/1998/Math/MathML"> <mrow> 
        <mi>
          f 
        </mi> 
        <mrow> 
         <mo>
           ( 
         </mo> 
         <mrow> 
          <msub> 
           <mi>
             y 
           </mi> 
           <mn>
             1 
           </mn> 
          </msub> 
         </mrow> 
         <mo>
           ) 
         </mo> 
        </mrow> 
        <mo>
          ≤ 
        </mo> 
        <mn>
          0 
        </mn> 
       </mrow> 
      </math>, so when 
      <math xmlns="http://www.w3.org/1998/Math/MathML"> <mrow> 
        <msub> 
         <mi>
           y 
         </mi> 
         <mn>
           1 
         </mn> 
        </msub> 
        <mo>
          ≤ 
        </mo> 
        <msub> 
         <mi>
           b 
         </mi> 
         <mn>
           3 
         </mn> 
        </msub> 
       </mrow> 
      </math>:</p>
     <p>
      <math xmlns="http://www.w3.org/1998/Math/MathML"> <mrow> 
        <mfrac> 
         <mtext>
           d 
         </mtext> 
         <mrow> 
          <mtext>
            d 
          </mtext> 
          <mi>
            t 
          </mi> 
         </mrow> 
        </mfrac> 
        <mrow> 
         <mo>
           | 
         </mo> 
         <mrow> 
          <msub> 
           <mi>
             y 
           </mi> 
           <mn>
             1 
           </mn> 
          </msub> 
          <mo>
            − 
          </mo> 
          <msub> 
           <mi>
             b 
           </mi> 
           <mn>
             1 
           </mn> 
          </msub> 
         </mrow> 
         <mo>
           | 
         </mo> 
        </mrow> 
        <mo>
          = 
        </mo> 
        <mo>
          − 
        </mo> 
        <mn>
          2 
        </mn> 
        <mrow> 
         <mo>
           | 
         </mo> 
         <mrow> 
          <mi>
            f 
          </mi> 
          <mrow> 
           <mo>
             ( 
           </mo> 
           <mrow> 
            <msub> 
             <mi>
               y 
             </mi> 
             <mn>
               1 
             </mn> 
            </msub> 
           </mrow> 
           <mo>
             ) 
           </mo> 
          </mrow> 
         </mrow> 
         <mo>
           | 
         </mo> 
        </mrow> 
        <mo>
          + 
        </mo> 
        <mi>
          g 
        </mi> 
        <mrow> 
         <mo>
           ( 
         </mo> 
         <mrow> 
          <msub> 
           <mi>
             y 
           </mi> 
           <mn>
             2 
           </mn> 
          </msub> 
         </mrow> 
         <mo>
           ) 
         </mo> 
        </mrow> 
        <mi>
          sgn 
        </mi> 
        <mrow> 
         <mo>
           ( 
         </mo> 
         <mrow> 
          <msub> 
           <mi>
             y 
           </mi> 
           <mn>
             1 
           </mn> 
          </msub> 
          <mo>
            − 
          </mo> 
          <msub> 
           <mi>
             b 
           </mi> 
           <mn>
             1 
           </mn> 
          </msub> 
         </mrow> 
         <mo>
           ) 
         </mo> 
        </mrow> 
        <mo>
          ≤ 
        </mo> 
        <mo>
          − 
        </mo> 
        <mn>
          2 
        </mn> 
        <mrow> 
         <mo>
           | 
         </mo> 
         <mrow> 
          <mi>
            f 
          </mi> 
          <mrow> 
           <mo>
             ( 
           </mo> 
           <mrow> 
            <msub> 
             <mi>
               y 
             </mi> 
             <mn>
               1 
             </mn> 
            </msub> 
           </mrow> 
           <mo>
             ) 
           </mo> 
          </mrow> 
         </mrow> 
         <mo>
           | 
         </mo> 
        </mrow> 
        <mo>
          + 
        </mo> 
        <mrow> 
         <mo>
           | 
         </mo> 
         <mrow> 
          <mi>
            g 
          </mi> 
          <mrow> 
           <mo>
             ( 
           </mo> 
           <mrow> 
            <msub> 
             <mi>
               y 
             </mi> 
             <mn>
               2 
             </mn> 
            </msub> 
           </mrow> 
           <mo>
             ) 
           </mo> 
          </mrow> 
         </mrow> 
         <mo>
           | 
         </mo> 
        </mrow> 
       </mrow> 
      </math> (13)</p>
     <p>Similarly:</p>
     <p>-If 
      <math xmlns="http://www.w3.org/1998/Math/MathML"> <mrow> 
        <msub> 
         <mi>
           y 
         </mi> 
         <mn>
           1 
         </mn> 
        </msub> 
        <mo>
          ≥ 
        </mo> 
        <msub> 
         <mi>
           b 
         </mi> 
         <mn>
           3 
         </mn> 
        </msub> 
       </mrow> 
      </math>, then 
      <math xmlns="http://www.w3.org/1998/Math/MathML"> <mrow> 
        <mfrac> 
         <mtext>
           d 
         </mtext> 
         <mrow> 
          <mtext>
            d 
          </mtext> 
          <mi>
            t 
          </mi> 
         </mrow> 
        </mfrac> 
        <mrow> 
         <mo>
           | 
         </mo> 
         <mrow> 
          <msub> 
           <mi>
             y 
           </mi> 
           <mn>
             1 
           </mn> 
          </msub> 
          <mo>
            − 
          </mo> 
          <msub> 
           <mi>
             b 
           </mi> 
           <mn>
             2 
           </mn> 
          </msub> 
         </mrow> 
         <mo>
           | 
         </mo> 
        </mrow> 
        <mo>
          ≤ 
        </mo> 
        <mo>
          − 
        </mo> 
        <mn>
          2 
        </mn> 
        <mrow> 
         <mo>
           | 
         </mo> 
         <mrow> 
          <mi>
            f 
          </mi> 
          <mrow> 
           <mo>
             ( 
           </mo> 
           <mrow> 
            <msub> 
             <mi>
               y 
             </mi> 
             <mn>
               1 
             </mn> 
            </msub> 
           </mrow> 
           <mo>
             ) 
           </mo> 
          </mrow> 
         </mrow> 
         <mo>
           | 
         </mo> 
        </mrow> 
        <mo>
          + 
        </mo> 
        <mrow> 
         <mo>
           | 
         </mo> 
         <mrow> 
          <mi>
            g 
          </mi> 
          <mrow> 
           <mo>
             ( 
           </mo> 
           <mrow> 
            <msub> 
             <mi>
               y 
             </mi> 
             <mn>
               2 
             </mn> 
            </msub> 
           </mrow> 
           <mo>
             ) 
           </mo> 
          </mrow> 
         </mrow> 
         <mo>
           | 
         </mo> 
        </mrow> 
       </mrow> 
      </math> (14)</p>
     <p>-If 
      <math xmlns="http://www.w3.org/1998/Math/MathML"> <mrow> 
        <msub> 
         <mi>
           y 
         </mi> 
         <mn>
           2 
         </mn> 
        </msub> 
        <mo>
          ≤ 
        </mo> 
        <msub> 
         <mi>
           c 
         </mi> 
         <mn>
           3 
         </mn> 
        </msub> 
       </mrow> 
      </math>, then 
      <math xmlns="http://www.w3.org/1998/Math/MathML"> <mrow> 
        <mfrac> 
         <mtext>
           d 
         </mtext> 
         <mrow> 
          <mtext>
            d 
          </mtext> 
          <mi>
            t 
          </mi> 
         </mrow> 
        </mfrac> 
        <mrow> 
         <mo>
           | 
         </mo> 
         <mrow> 
          <msub> 
           <mi>
             y 
           </mi> 
           <mn>
             2 
           </mn> 
          </msub> 
          <mo>
            − 
          </mo> 
          <msub> 
           <mi>
             c 
           </mi> 
           <mn>
             1 
           </mn> 
          </msub> 
         </mrow> 
         <mo>
           | 
         </mo> 
        </mrow> 
        <mo>
          ≤ 
        </mo> 
        <mo>
          − 
        </mo> 
        <mn>
          2 
        </mn> 
        <mrow> 
         <mo>
           | 
         </mo> 
         <mrow> 
          <mi>
            f 
          </mi> 
          <mrow> 
           <mo>
             ( 
           </mo> 
           <mrow> 
            <msub> 
             <mi>
               y 
             </mi> 
             <mn>
               1 
             </mn> 
            </msub> 
           </mrow> 
           <mo>
             ) 
           </mo> 
          </mrow> 
         </mrow> 
         <mo>
           | 
         </mo> 
        </mrow> 
        <mo>
          + 
        </mo> 
        <mrow> 
         <mo>
           | 
         </mo> 
         <mrow> 
          <mi>
            g 
          </mi> 
          <mrow> 
           <mo>
             ( 
           </mo> 
           <mrow> 
            <msub> 
             <mi>
               y 
             </mi> 
             <mn>
               2 
             </mn> 
            </msub> 
           </mrow> 
           <mo>
             ) 
           </mo> 
          </mrow> 
         </mrow> 
         <mo>
           | 
         </mo> 
        </mrow> 
       </mrow> 
      </math> (15)</p>
     <p>-If 
      <math xmlns="http://www.w3.org/1998/Math/MathML"> <mrow> 
        <msub> 
         <mi>
           y 
         </mi> 
         <mn>
           2 
         </mn> 
        </msub> 
        <mo>
          ≥ 
        </mo> 
        <msub> 
         <mi>
           c 
         </mi> 
         <mn>
           3 
         </mn> 
        </msub> 
       </mrow> 
      </math>, then 
      <math xmlns="http://www.w3.org/1998/Math/MathML"> <mrow> 
        <mfrac> 
         <mtext>
           d 
         </mtext> 
         <mrow> 
          <mtext>
            d 
          </mtext> 
          <mi>
            t 
          </mi> 
         </mrow> 
        </mfrac> 
        <mrow> 
         <mo>
           | 
         </mo> 
         <mrow> 
          <msub> 
           <mi>
             y 
           </mi> 
           <mn>
             2 
           </mn> 
          </msub> 
          <mo>
            − 
          </mo> 
          <msub> 
           <mi>
             c 
           </mi> 
           <mn>
             2 
           </mn> 
          </msub> 
         </mrow> 
         <mo>
           | 
         </mo> 
        </mrow> 
        <mo>
          ≤ 
        </mo> 
        <mo>
          − 
        </mo> 
        <mn>
          2 
        </mn> 
        <mrow> 
         <mo>
           | 
         </mo> 
         <mrow> 
          <mi>
            f 
          </mi> 
          <mrow> 
           <mo>
             ( 
           </mo> 
           <mrow> 
            <msub> 
             <mi>
               y 
             </mi> 
             <mn>
               1 
             </mn> 
            </msub> 
           </mrow> 
           <mo>
             ) 
           </mo> 
          </mrow> 
         </mrow> 
         <mo>
           | 
         </mo> 
        </mrow> 
        <mo>
          + 
        </mo> 
        <mrow> 
         <mo>
           | 
         </mo> 
         <mrow> 
          <mi>
            g 
          </mi> 
          <mrow> 
           <mo>
             ( 
           </mo> 
           <mrow> 
            <msub> 
             <mi>
               y 
             </mi> 
             <mn>
               2 
             </mn> 
            </msub> 
           </mrow> 
           <mo>
             ) 
           </mo> 
          </mrow> 
         </mrow> 
         <mo>
           | 
         </mo> 
        </mrow> 
       </mrow> 
      </math> (16)</p>
     <p>Let</p>
     <p>
      <math xmlns="http://www.w3.org/1998/Math/MathML"> <mrow> 
        <mi>
          h 
        </mi> 
        <mrow> 
         <mo>
           ( 
         </mo> 
         <mi>
           t 
         </mi> 
         <mo>
           ) 
         </mo> 
        </mrow> 
        <mo>
          = 
        </mo> 
        <mtext>
          min 
        </mtext> 
        <mrow> 
         <mo>
           { 
         </mo> 
         <mrow> 
          <mrow> 
           <mo>
             | 
           </mo> 
           <mrow> 
            <msub> 
             <mi>
               y 
             </mi> 
             <mn>
               1 
             </mn> 
            </msub> 
            <mo>
              − 
            </mo> 
            <msub> 
             <mi>
               b 
             </mi> 
             <mn>
               1 
             </mn> 
            </msub> 
           </mrow> 
           <mo>
             | 
           </mo> 
          </mrow> 
          <mo>
            + 
          </mo> 
          <msub> 
           <mi>
             b 
           </mi> 
           <mn>
             3 
           </mn> 
          </msub> 
          <mo>
            − 
          </mo> 
          <mn>
            2 
          </mn> 
          <msub> 
           <mi>
             b 
           </mi> 
           <mn>
             2 
           </mn> 
          </msub> 
          <mo>
            + 
          </mo> 
          <msub> 
           <mi>
             b 
           </mi> 
           <mn>
             1 
           </mn> 
          </msub> 
          <mo>
            , 
          </mo> 
          <mrow> 
           <mo>
             | 
           </mo> 
           <mrow> 
            <msub> 
             <mi>
               y 
             </mi> 
             <mn>
               1 
             </mn> 
            </msub> 
            <mo>
              − 
            </mo> 
            <msub> 
             <mi>
               b 
             </mi> 
             <mn>
               2 
             </mn> 
            </msub> 
           </mrow> 
           <mo>
             | 
           </mo> 
          </mrow> 
         </mrow> 
         <mo>
           } 
         </mo> 
        </mrow> 
        <mo>
          + 
        </mo> 
        <mtext>
          min 
        </mtext> 
        <mrow> 
         <mo>
           { 
         </mo> 
         <mrow> 
          <mrow> 
           <mo>
             | 
           </mo> 
           <mrow> 
            <msub> 
             <mi>
               y 
             </mi> 
             <mn>
               2 
             </mn> 
            </msub> 
            <mo>
              − 
            </mo> 
            <msub> 
             <mi>
               c 
             </mi> 
             <mn>
               1 
             </mn> 
            </msub> 
           </mrow> 
           <mo>
             | 
           </mo> 
          </mrow> 
          <mo>
            + 
          </mo> 
          <msub> 
           <mi>
             c 
           </mi> 
           <mn>
             3 
           </mn> 
          </msub> 
          <mo>
            − 
          </mo> 
          <mn>
            2 
          </mn> 
          <msub> 
           <mi>
             c 
           </mi> 
           <mn>
             2 
           </mn> 
          </msub> 
          <mo>
            + 
          </mo> 
          <msub> 
           <mi>
             c 
           </mi> 
           <mn>
             1 
           </mn> 
          </msub> 
          <mo>
            , 
          </mo> 
          <mrow> 
           <mo>
             | 
           </mo> 
           <mrow> 
            <msub> 
             <mi>
               y 
             </mi> 
             <mn>
               2 
             </mn> 
            </msub> 
            <mo>
              − 
            </mo> 
            <msub> 
             <mi>
               c 
             </mi> 
             <mn>
               2 
             </mn> 
            </msub> 
           </mrow> 
           <mo>
             | 
           </mo> 
          </mrow> 
         </mrow> 
         <mo>
           } 
         </mo> 
        </mrow> 
       </mrow> 
      </math></p>
     <p>(We take the form 
      <math xmlns="http://www.w3.org/1998/Math/MathML"> <mrow> 
        <mtext>
          min 
        </mtext> 
        <mrow> 
         <mo>
           { 
         </mo> 
         <mrow> 
          <mrow> 
           <mo>
             | 
           </mo> 
           <mrow> 
            <msub> 
             <mi>
               y 
             </mi> 
             <mn>
               1 
             </mn> 
            </msub> 
            <mo>
              − 
            </mo> 
            <msub> 
             <mi>
               b 
             </mi> 
             <mn>
               1 
             </mn> 
            </msub> 
           </mrow> 
           <mo>
             | 
           </mo> 
          </mrow> 
          <mo>
            + 
          </mo> 
          <msub> 
           <mi>
             b 
           </mi> 
           <mn>
             3 
           </mn> 
          </msub> 
          <mo>
            − 
          </mo> 
          <mn>
            2 
          </mn> 
          <msub> 
           <mi>
             b 
           </mi> 
           <mn>
             2 
           </mn> 
          </msub> 
          <mo>
            + 
          </mo> 
          <msub> 
           <mi>
             b 
           </mi> 
           <mn>
             1 
           </mn> 
          </msub> 
          <mo>
            , 
          </mo> 
          <mrow> 
           <mo>
             | 
           </mo> 
           <mrow> 
            <msub> 
             <mi>
               y 
             </mi> 
             <mn>
               1 
             </mn> 
            </msub> 
            <mo>
              − 
            </mo> 
            <msub> 
             <mi>
               b 
             </mi> 
             <mn>
               2 
             </mn> 
            </msub> 
           </mrow> 
           <mo>
             | 
           </mo> 
          </mrow> 
         </mrow> 
         <mo>
           } 
         </mo> 
        </mrow> 
       </mrow> 
      </math> to ensure the function strictly decreases.)</p>
     <p>So, 
      <math xmlns="http://www.w3.org/1998/Math/MathML"> <mi>
         h 
       </mi> 
      </math> is continuous, and</p>
     <p>from (13) and (14):</p>
     <p>
      <math xmlns="http://www.w3.org/1998/Math/MathML"> <mrow> 
        <mfrac> 
         <mtext>
           d 
         </mtext> 
         <mrow> 
          <mtext>
            d 
          </mtext> 
          <mi>
            t 
          </mi> 
         </mrow> 
        </mfrac> 
        <mtext>
          min 
        </mtext> 
        <mrow> 
         <mo>
           { 
         </mo> 
         <mrow> 
          <mrow> 
           <mo>
             | 
           </mo> 
           <mrow> 
            <msub> 
             <mi>
               y 
             </mi> 
             <mn>
               1 
             </mn> 
            </msub> 
            <mo>
              − 
            </mo> 
            <msub> 
             <mi>
               b 
             </mi> 
             <mn>
               1 
             </mn> 
            </msub> 
           </mrow> 
           <mo>
             | 
           </mo> 
          </mrow> 
          <mo>
            + 
          </mo> 
          <msub> 
           <mi>
             b 
           </mi> 
           <mn>
             3 
           </mn> 
          </msub> 
          <mo>
            − 
          </mo> 
          <mn>
            2 
          </mn> 
          <msub> 
           <mi>
             b 
           </mi> 
           <mn>
             2 
           </mn> 
          </msub> 
          <mo>
            + 
          </mo> 
          <msub> 
           <mi>
             b 
           </mi> 
           <mn>
             1 
           </mn> 
          </msub> 
          <mo>
            , 
          </mo> 
          <mrow> 
           <mo>
             | 
           </mo> 
           <mrow> 
            <msub> 
             <mi>
               y 
             </mi> 
             <mn>
               1 
             </mn> 
            </msub> 
            <mo>
              − 
            </mo> 
            <msub> 
             <mi>
               b 
             </mi> 
             <mn>
               2 
             </mn> 
            </msub> 
           </mrow> 
           <mo>
             | 
           </mo> 
          </mrow> 
         </mrow> 
         <mo>
           } 
         </mo> 
        </mrow> 
        <mo>
          ≤ 
        </mo> 
        <mo>
          − 
        </mo> 
        <mn>
          2 
        </mn> 
        <mrow> 
         <mo>
           | 
         </mo> 
         <mrow> 
          <mi>
            f 
          </mi> 
          <mrow> 
           <mo>
             ( 
           </mo> 
           <mrow> 
            <msub> 
             <mi>
               y 
             </mi> 
             <mn>
               1 
             </mn> 
            </msub> 
           </mrow> 
           <mo>
             ) 
           </mo> 
          </mrow> 
         </mrow> 
         <mo>
           | 
         </mo> 
        </mrow> 
        <mo>
          + 
        </mo> 
        <mrow> 
         <mo>
           | 
         </mo> 
         <mrow> 
          <mi>
            g 
          </mi> 
          <mrow> 
           <mo>
             ( 
           </mo> 
           <mrow> 
            <msub> 
             <mi>
               y 
             </mi> 
             <mn>
               2 
             </mn> 
            </msub> 
           </mrow> 
           <mo>
             ) 
           </mo> 
          </mrow> 
         </mrow> 
         <mo>
           | 
         </mo> 
        </mrow> 
       </mrow> 
      </math></p>
     <p>from (15) and (16):</p>
     <p>
      <math xmlns="http://www.w3.org/1998/Math/MathML"> <mrow> 
        <mfrac> 
         <mtext>
           d 
         </mtext> 
         <mrow> 
          <mtext>
            d 
          </mtext> 
          <mi>
            t 
          </mi> 
         </mrow> 
        </mfrac> 
        <mtext>
          min 
        </mtext> 
        <mrow> 
         <mo>
           { 
         </mo> 
         <mrow> 
          <mrow> 
           <mo>
             | 
           </mo> 
           <mrow> 
            <msub> 
             <mi>
               y 
             </mi> 
             <mn>
               2 
             </mn> 
            </msub> 
            <mo>
              − 
            </mo> 
            <msub> 
             <mi>
               c 
             </mi> 
             <mn>
               1 
             </mn> 
            </msub> 
           </mrow> 
           <mo>
             | 
           </mo> 
          </mrow> 
          <mo>
            + 
          </mo> 
          <msub> 
           <mi>
             c 
           </mi> 
           <mn>
             3 
           </mn> 
          </msub> 
          <mo>
            − 
          </mo> 
          <mn>
            2 
          </mn> 
          <msub> 
           <mi>
             c 
           </mi> 
           <mn>
             2 
           </mn> 
          </msub> 
          <mo>
            + 
          </mo> 
          <msub> 
           <mi>
             c 
           </mi> 
           <mn>
             1 
           </mn> 
          </msub> 
          <mo>
            , 
          </mo> 
          <mrow> 
           <mo>
             | 
           </mo> 
           <mrow> 
            <msub> 
             <mi>
               y 
             </mi> 
             <mn>
               2 
             </mn> 
            </msub> 
            <mo>
              − 
            </mo> 
            <msub> 
             <mi>
               c 
             </mi> 
             <mn>
               2 
             </mn> 
            </msub> 
           </mrow> 
           <mo>
             | 
           </mo> 
          </mrow> 
         </mrow> 
         <mo>
           } 
         </mo> 
        </mrow> 
        <mo>
          ≤ 
        </mo> 
        <mo>
          − 
        </mo> 
        <mfrac> 
         <mn>
           7 
         </mn> 
         <mn>
           6 
         </mn> 
        </mfrac> 
        <mrow> 
         <mo>
           | 
         </mo> 
         <mrow> 
          <mi>
            g 
          </mi> 
          <mrow> 
           <mo>
             ( 
           </mo> 
           <mrow> 
            <msub> 
             <mi>
               y 
             </mi> 
             <mn>
               2 
             </mn> 
            </msub> 
           </mrow> 
           <mo>
             ) 
           </mo> 
          </mrow> 
         </mrow> 
         <mo>
           | 
         </mo> 
        </mrow> 
        <mo>
          + 
        </mo> 
        <mrow> 
         <mo>
           | 
         </mo> 
         <mrow> 
          <mi>
            f 
          </mi> 
          <mrow> 
           <mo>
             ( 
           </mo> 
           <mrow> 
            <msub> 
             <mi>
               y 
             </mi> 
             <mn>
               1 
             </mn> 
            </msub> 
           </mrow> 
           <mo>
             ) 
           </mo> 
          </mrow> 
         </mrow> 
         <mo>
           | 
         </mo> 
        </mrow> 
       </mrow> 
      </math></p>
     <p>Thus:</p>
     <p>
      <math xmlns="http://www.w3.org/1998/Math/MathML"> <mtable> 
        <mtr> 
         <mtd> 
          <mfrac> 
           <mrow> 
            <mtext>
              d 
            </mtext> 
            <mi>
              h 
            </mi> 
            <mrow> 
             <mo>
               ( 
             </mo> 
             <mi>
               t 
             </mi> 
             <mo>
               ) 
             </mo> 
            </mrow> 
           </mrow> 
           <mrow> 
            <mtext>
              d 
            </mtext> 
            <mi>
              t 
            </mi> 
           </mrow> 
          </mfrac> 
          <mo>
            ≤ 
          </mo> 
          <mo>
            − 
          </mo> 
          <mfrac> 
           <mn>
             1 
           </mn> 
           <mn>
             6 
           </mn> 
          </mfrac> 
          <mrow> 
           <mo>
             | 
           </mo> 
           <mrow> 
            <mi>
              g 
            </mi> 
            <mrow> 
             <mo>
               ( 
             </mo> 
             <mrow> 
              <msub> 
               <mi>
                 y 
               </mi> 
               <mn>
                 2 
               </mn> 
              </msub> 
             </mrow> 
             <mo>
               ) 
             </mo> 
            </mrow> 
           </mrow> 
           <mo>
             | 
           </mo> 
          </mrow> 
          <mo>
            − 
          </mo> 
          <mrow> 
           <mo>
             | 
           </mo> 
           <mrow> 
            <mi>
              f 
            </mi> 
            <mrow> 
             <mo>
               ( 
             </mo> 
             <mrow> 
              <msub> 
               <mi>
                 y 
               </mi> 
               <mn>
                 1 
               </mn> 
              </msub> 
             </mrow> 
             <mo>
               ) 
             </mo> 
            </mrow> 
           </mrow> 
           <mo>
             | 
           </mo> 
          </mrow> 
         </mtd> 
        </mtr> 
        <mtr> 
         <mtd> 
          <mo>
            ≤ 
          </mo> 
          <mo>
            − 
          </mo> 
          <mfrac> 
           <mn>
             1 
           </mn> 
           <mrow> 
            <mn>
              13 
            </mn> 
           </mrow> 
          </mfrac> 
          <mrow> 
           <mo>
             ( 
           </mo> 
           <mrow> 
            <mrow> 
             <mo>
               | 
             </mo> 
             <mrow> 
              <mn>
                2 
              </mn> 
              <mi>
                f 
              </mi> 
              <mrow> 
               <mo>
                 ( 
               </mo> 
               <mrow> 
                <msub> 
                 <mi>
                   y 
                 </mi> 
                 <mn>
                   1 
                 </mn> 
                </msub> 
               </mrow> 
               <mo>
                 ) 
               </mo> 
              </mrow> 
              <mo>
                + 
              </mo> 
              <mi>
                g 
              </mi> 
              <mrow> 
               <mo>
                 ( 
               </mo> 
               <mrow> 
                <msub> 
                 <mi>
                   y 
                 </mi> 
                 <mn>
                   2 
                 </mn> 
                </msub> 
               </mrow> 
               <mo>
                 ) 
               </mo> 
              </mrow> 
             </mrow> 
             <mo>
               | 
             </mo> 
            </mrow> 
            <mo>
              + 
            </mo> 
            <mrow> 
             <mo>
               | 
             </mo> 
             <mrow> 
              <mi>
                f 
              </mi> 
              <mrow> 
               <mo>
                 ( 
               </mo> 
               <mrow> 
                <msub> 
                 <mi>
                   y 
                 </mi> 
                 <mn>
                   1 
                 </mn> 
                </msub> 
               </mrow> 
               <mo>
                 ) 
               </mo> 
              </mrow> 
              <mo>
                + 
              </mo> 
              <mfrac> 
               <mn>
                 7 
               </mn> 
               <mn>
                 6 
               </mn> 
              </mfrac> 
              <mi>
                g 
              </mi> 
              <mrow> 
               <mo>
                 ( 
               </mo> 
               <mrow> 
                <msub> 
                 <mi>
                   y 
                 </mi> 
                 <mn>
                   2 
                 </mn> 
                </msub> 
               </mrow> 
               <mo>
                 ) 
               </mo> 
              </mrow> 
             </mrow> 
             <mo>
               | 
             </mo> 
            </mrow> 
           </mrow> 
           <mo>
             ) 
           </mo> 
          </mrow> 
         </mtd> 
        </mtr> 
        <mtr> 
         <mtd> 
          <mo>
            = 
          </mo> 
          <mo>
            − 
          </mo> 
          <mfrac> 
           <mn>
             1 
           </mn> 
           <mrow> 
            <mn>
              13 
            </mn> 
           </mrow> 
          </mfrac> 
          <mrow> 
           <mo>
             ( 
           </mo> 
           <mrow> 
            <mrow> 
             <mo>
               | 
             </mo> 
             <mrow> 
              <mfrac> 
               <mrow> 
                <mtext>
                  d 
                </mtext> 
                <msub> 
                 <mi>
                   y 
                 </mi> 
                 <mn>
                   1 
                 </mn> 
                </msub> 
               </mrow> 
               <mrow> 
                <mtext>
                  d 
                </mtext> 
                <mi>
                  t 
                </mi> 
               </mrow> 
              </mfrac> 
             </mrow> 
             <mo>
               | 
             </mo> 
            </mrow> 
            <mo>
              + 
            </mo> 
            <mrow> 
             <mo>
               | 
             </mo> 
             <mrow> 
              <mfrac> 
               <mrow> 
                <mtext>
                  d 
                </mtext> 
                <msub> 
                 <mi>
                   y 
                 </mi> 
                 <mn>
                   2 
                 </mn> 
                </msub> 
               </mrow> 
               <mrow> 
                <mtext>
                  d 
                </mtext> 
                <mi>
                  t 
                </mi> 
               </mrow> 
              </mfrac> 
             </mrow> 
             <mo>
               | 
             </mo> 
            </mrow> 
           </mrow> 
           <mo>
             ) 
           </mo> 
          </mrow> 
         </mtd> 
        </mtr> 
       </mtable> 
      </math></p>
     <p>Since 
      <math xmlns="http://www.w3.org/1998/Math/MathML"> <mrow> 
        <mfrac> 
         <mrow> 
          <mtext>
            d 
          </mtext> 
          <mi>
            h 
          </mi> 
          <mrow> 
           <mo>
             ( 
           </mo> 
           <mi>
             t 
           </mi> 
           <mo>
             ) 
           </mo> 
          </mrow> 
         </mrow> 
         <mrow> 
          <mtext>
            d 
          </mtext> 
          <mi>
            t 
          </mi> 
         </mrow> 
        </mfrac> 
        <mo>
          ≤ 
        </mo> 
        <mn>
          0 
        </mn> 
       </mrow> 
      </math>, and noticing that:</p>
     <p>
      <math xmlns="http://www.w3.org/1998/Math/MathML"> <mrow> 
        <mi>
          h 
        </mi> 
        <mrow> 
         <mo>
           ( 
         </mo> 
         <mi>
           t 
         </mi> 
         <mo>
           ) 
         </mo> 
        </mrow> 
        <mo>
          ≥ 
        </mo> 
        <mo>
          − 
        </mo> 
        <mrow> 
         <mo>
           | 
         </mo> 
         <mrow> 
          <msub> 
           <mi>
             b 
           </mi> 
           <mn>
             3 
           </mn> 
          </msub> 
          <mo>
            − 
          </mo> 
          <mn>
            2 
          </mn> 
          <msub> 
           <mi>
             b 
           </mi> 
           <mn>
             2 
           </mn> 
          </msub> 
          <mo>
            + 
          </mo> 
          <msub> 
           <mi>
             b 
           </mi> 
           <mn>
             1 
           </mn> 
          </msub> 
          <mrow> 
           <mo>
             | 
           </mo> 
           <mo>
             − 
           </mo> 
           <mo>
             | 
           </mo> 
          </mrow> 
          <msub> 
           <mi>
             c 
           </mi> 
           <mn>
             3 
           </mn> 
          </msub> 
          <mo>
            − 
          </mo> 
          <mn>
            2 
          </mn> 
          <msub> 
           <mi>
             c 
           </mi> 
           <mn>
             2 
           </mn> 
          </msub> 
          <mo>
            + 
          </mo> 
          <msub> 
           <mi>
             c 
           </mi> 
           <mn>
             1 
           </mn> 
          </msub> 
         </mrow> 
         <mo>
           | 
         </mo> 
        </mrow> 
        <mo>
          , 
        </mo> 
       </mrow> 
      </math></p>
     <p>we have:</p>
     <p>
      <math xmlns="http://www.w3.org/1998/Math/MathML"> <mrow> 
        <mstyle displaystyle="true"> 
         <mrow> 
          <msubsup> 
           <mo>
             ∫ 
           </mo> 
           <mn>
             0 
           </mn> 
           <mi>
             ∞ 
           </mi> 
          </msubsup> 
          <mrow> 
           <mrow> 
            <mo>
              | 
            </mo> 
            <mrow> 
             <mfrac> 
              <mrow> 
               <mtext>
                 d 
               </mtext> 
               <msub> 
                <mi>
                  y 
                </mi> 
                <mn>
                  1 
                </mn> 
               </msub> 
              </mrow> 
              <mrow> 
               <mtext>
                 d 
               </mtext> 
               <mi>
                 t 
               </mi> 
              </mrow> 
             </mfrac> 
            </mrow> 
            <mo>
              | 
            </mo> 
           </mrow> 
           <mtext>
             d 
           </mtext> 
           <mi>
             t 
           </mi> 
          </mrow> 
         </mrow> 
        </mstyle> 
        <mo>
          + 
        </mo> 
        <mstyle displaystyle="true"> 
         <mrow> 
          <msubsup> 
           <mo>
             ∫ 
           </mo> 
           <mn>
             0 
           </mn> 
           <mi>
             ∞ 
           </mi> 
          </msubsup> 
          <mrow> 
           <mrow> 
            <mo>
              | 
            </mo> 
            <mrow> 
             <mfrac> 
              <mrow> 
               <mtext>
                 d 
               </mtext> 
               <msub> 
                <mi>
                  y 
                </mi> 
                <mn>
                  2 
                </mn> 
               </msub> 
              </mrow> 
              <mrow> 
               <mtext>
                 d 
               </mtext> 
               <mi>
                 t 
               </mi> 
              </mrow> 
             </mfrac> 
            </mrow> 
            <mo>
              | 
            </mo> 
           </mrow> 
           <mtext>
             d 
           </mtext> 
           <mi>
             t 
           </mi> 
          </mrow> 
         </mrow> 
        </mstyle> 
        <mo>
          ≤ 
        </mo> 
        <mn>
          13 
        </mn> 
        <mrow> 
         <mo>
           ( 
         </mo> 
         <mrow> 
          <mrow> 
           <mo>
             | 
           </mo> 
           <mrow> 
            <mi>
              h 
            </mi> 
            <mrow> 
             <mo>
               ( 
             </mo> 
             <mn>
               0 
             </mn> 
             <mo>
               ) 
             </mo> 
            </mrow> 
           </mrow> 
           <mo>
             | 
           </mo> 
          </mrow> 
          <mo>
            + 
          </mo> 
          <mrow> 
           <mo>
             | 
           </mo> 
           <mrow> 
            <msub> 
             <mi>
               b 
             </mi> 
             <mn>
               3 
             </mn> 
            </msub> 
            <mo>
              − 
            </mo> 
            <mn>
              2 
            </mn> 
            <msub> 
             <mi>
               b 
             </mi> 
             <mn>
               2 
             </mn> 
            </msub> 
            <mo>
              + 
            </mo> 
            <msub> 
             <mi>
               b 
             </mi> 
             <mn>
               1 
             </mn> 
            </msub> 
           </mrow> 
           <mo>
             | 
           </mo> 
          </mrow> 
          <mo>
            + 
          </mo> 
          <mrow> 
           <mo>
             | 
           </mo> 
           <mrow> 
            <msub> 
             <mi>
               c 
             </mi> 
             <mn>
               3 
             </mn> 
            </msub> 
            <mo>
              − 
            </mo> 
            <mn>
              2 
            </mn> 
            <msub> 
             <mi>
               c 
             </mi> 
             <mn>
               2 
             </mn> 
            </msub> 
            <mo>
              + 
            </mo> 
            <msub> 
             <mi>
               c 
             </mi> 
             <mn>
               1 
             </mn> 
            </msub> 
           </mrow> 
           <mo>
             | 
           </mo> 
          </mrow> 
         </mrow> 
         <mo>
           ) 
         </mo> 
        </mrow> 
       </mrow> 
      </math></p>
     <p>Therefore, there exists 
      <math xmlns="http://www.w3.org/1998/Math/MathML"> <mrow> 
        <msub> 
         <mi>
           a 
         </mi> 
         <mn>
           1 
         </mn> 
        </msub> 
        <mo>
          , 
        </mo> 
        <msub> 
         <mi>
           a 
         </mi> 
         <mn>
           2 
         </mn> 
        </msub> 
       </mrow> 
      </math> such that:</p>
     <p>
      <math xmlns="http://www.w3.org/1998/Math/MathML"> <mrow> 
        <munder> 
         <mrow> 
          <mtext>
            lim 
          </mtext> 
         </mrow> 
         <mrow> 
          <mi>
            t 
          </mi> 
          <mo>
            → 
          </mo> 
          <mi>
            ∞ 
          </mi> 
         </mrow> 
        </munder> 
        <mrow> 
         <mo>
           | 
         </mo> 
         <mrow> 
          <msub> 
           <mi>
             y 
           </mi> 
           <mn>
             1 
           </mn> 
          </msub> 
          <mo>
            − 
          </mo> 
          <msub> 
           <mi>
             a 
           </mi> 
           <mn>
             1 
           </mn> 
          </msub> 
         </mrow> 
         <mo>
           | 
         </mo> 
        </mrow> 
        <mo>
          = 
        </mo> 
        <mn>
          0 
        </mn> 
       </mrow> 
      </math> and 
      <math xmlns="http://www.w3.org/1998/Math/MathML"> <mrow> 
        <munder> 
         <mrow> 
          <mtext>
            lim 
          </mtext> 
         </mrow> 
         <mrow> 
          <mi>
            t 
          </mi> 
          <mo>
            → 
          </mo> 
          <mi>
            ∞ 
          </mi> 
         </mrow> 
        </munder> 
        <mrow> 
         <mo>
           | 
         </mo> 
         <mrow> 
          <msub> 
           <mi>
             y 
           </mi> 
           <mn>
             2 
           </mn> 
          </msub> 
          <mo>
            − 
          </mo> 
          <msub> 
           <mi>
             a 
           </mi> 
           <mn>
             2 
           </mn> 
          </msub> 
         </mrow> 
         <mo>
           | 
         </mo> 
        </mrow> 
        <mo>
          = 
        </mo> 
        <mn>
          0. 
        </mn> 
       </mrow> 
      </math></p>
    </sec>
    <sec id="s3_3">
     <title>
      <xref ref-type="bibr" rid="scirp.146698-"></xref>3.3. Discussion of the Extending Model</title>
     <p>From the previous section, we can see that for a steady state, the number of distinct value q1 may take is completely determined by 
      <math xmlns="http://www.w3.org/1998/Math/MathML"> <mrow> 
        <msub> 
         <mi>
           F 
         </mi> 
         <mrow> 
          <mi>
            s 
          </mi> 
          <mn>
            1 
          </mn> 
         </mrow> 
        </msub> 
       </mrow> 
      </math>.</p>
     <p>We aim to study the solutions of 
      <math xmlns="http://www.w3.org/1998/Math/MathML"> <mrow> 
        <mtext>
          Δ 
        </mtext> 
        <msub> 
         <mi>
           S 
         </mi> 
         <mn>
           1 
         </mn> 
        </msub> 
       </mrow> 
      </math> and 
      <math xmlns="http://www.w3.org/1998/Math/MathML"> <mrow> 
        <mtext>
          Δ 
        </mtext> 
        <msub> 
         <mi>
           S 
         </mi> 
         <mn>
           2 
         </mn> 
        </msub> 
       </mrow> 
      </math> when given 
      <math xmlns="http://www.w3.org/1998/Math/MathML"> <mrow> 
        <msub> 
         <mi>
           F 
         </mi> 
         <mrow> 
          <mi>
            s 
          </mi> 
          <mn>
            1 
          </mn> 
         </mrow> 
        </msub> 
       </mrow> 
      </math>, 
      <math xmlns="http://www.w3.org/1998/Math/MathML"> <mrow> 
        <msub> 
         <mi>
           F 
         </mi> 
         <mrow> 
          <mi>
            s 
          </mi> 
          <mn>
            3 
          </mn> 
         </mrow> 
        </msub> 
       </mrow> 
      </math>, and initial values of 
      <math xmlns="http://www.w3.org/1998/Math/MathML"> <mrow> 
        <mtext>
          Δ 
        </mtext> 
        <msub> 
         <mi>
           S 
         </mi> 
         <mn>
           1 
         </mn> 
        </msub> 
       </mrow> 
      </math>, 
      <math xmlns="http://www.w3.org/1998/Math/MathML"> <mrow> 
        <mtext>
          Δ 
        </mtext> 
        <msub> 
         <mi>
           S 
         </mi> 
         <mn>
           2 
         </mn> 
        </msub> 
       </mrow> 
      </math>, as well as which steady-state solutions they will ultimately converge to. Here, we find that the influence of 
      <math xmlns="http://www.w3.org/1998/Math/MathML"> <mrow> 
        <msub> 
         <mi>
           F 
         </mi> 
         <mrow> 
          <mi>
            s 
          </mi> 
          <mn>
            3 
          </mn> 
         </mrow> 
        </msub> 
       </mrow> 
      </math> on the entire system is non-negligible. Specifically, for given initial values and 
      <math xmlns="http://www.w3.org/1998/Math/MathML"> <mrow> 
        <msub> 
         <mi>
           F 
         </mi> 
         <mrow> 
          <mi>
            s 
          </mi> 
          <mn>
            1 
          </mn> 
         </mrow> 
        </msub> 
       </mrow> 
      </math>, even when only 
      <math xmlns="http://www.w3.org/1998/Math/MathML"> <mrow> 
        <msub> 
         <mi>
           F 
         </mi> 
         <mrow> 
          <mi>
            s 
          </mi> 
          <mn>
            3 
          </mn> 
         </mrow> 
        </msub> 
       </mrow> 
      </math> is varied, the final state of 
      <math xmlns="http://www.w3.org/1998/Math/MathML"> <mrow> 
        <mtext>
          Δ 
        </mtext> 
        <msub> 
         <mi>
           S 
         </mi> 
         <mn>
           1 
         </mn> 
        </msub> 
       </mrow> 
      </math> may exhibit fundamentally different characteristics.</p>
     <p>For instance, when setting 
      <math xmlns="http://www.w3.org/1998/Math/MathML"> <mrow> 
        <msub> 
         <mi>
           F 
         </mi> 
         <mrow> 
          <mi>
            s 
          </mi> 
          <mn>
            1 
          </mn> 
         </mrow> 
        </msub> 
        <mo>
          = 
        </mo> 
        <mn>
          1 
        </mn> 
        <mtext>
            
        </mtext> 
        <mrow> 
         <mtext>
           m 
         </mtext> 
         <mo>
           / 
         </mo> 
         <mtext>
           y 
         </mtext> 
        </mrow> 
       </mrow> 
      </math> with 
      <math xmlns="http://www.w3.org/1998/Math/MathML"> <mrow> 
        <msub> 
         <mi>
           F 
         </mi> 
         <mrow> 
          <mi>
            s 
          </mi> 
          <mn>
            3 
          </mn> 
         </mrow> 
        </msub> 
        <mo>
          = 
        </mo> 
        <mn>
          0.18 
        </mn> 
        <mtext>
            
        </mtext> 
        <mrow> 
         <mtext>
           m 
         </mtext> 
         <mo>
           / 
         </mo> 
         <mtext>
           y 
         </mtext> 
        </mrow> 
       </mrow> 
      </math>, compared to 
      <math xmlns="http://www.w3.org/1998/Math/MathML"> <mrow> 
        <msub> 
         <mi>
           F 
         </mi> 
         <mrow> 
          <mi>
            s 
          </mi> 
          <mn>
            1 
          </mn> 
         </mrow> 
        </msub> 
        <mo>
          = 
        </mo> 
        <mn>
          1 
        </mn> 
        <mtext>
            
        </mtext> 
        <mrow> 
         <mtext>
           m 
         </mtext> 
         <mo>
           / 
         </mo> 
         <mtext>
           y 
         </mtext> 
        </mrow> 
       </mrow> 
      </math> and 
      <math xmlns="http://www.w3.org/1998/Math/MathML"> <mrow> 
        <msub> 
         <mi>
           F 
         </mi> 
         <mrow> 
          <mi>
            s 
          </mi> 
          <mn>
            3 
          </mn> 
         </mrow> 
        </msub> 
        <mo>
          = 
        </mo> 
        <mn>
          0.2 
        </mn> 
        <mtext>
            
        </mtext> 
        <mrow> 
         <mtext>
           m 
         </mtext> 
         <mo>
           / 
         </mo> 
         <mtext>
           y 
         </mtext> 
        </mrow> 
       </mrow> 
      </math>, we notice great dissimilarity of the 
      <math xmlns="http://www.w3.org/1998/Math/MathML"> <mrow> 
        <msub> 
         <mi>
           F 
         </mi> 
         <mrow> 
          <mi>
            s 
          </mi> 
          <mn>
            1 
          </mn> 
         </mrow> 
        </msub> 
       </mrow> 
      </math> temporal evolution curves, see <xref ref-type="fig" rid="fig6">
       Figure 6
      </xref>.</p>
     <p>We notice that though when we take 
      <math xmlns="http://www.w3.org/1998/Math/MathML"> <mrow> 
        <msub> 
         <mi>
           F 
         </mi> 
         <mrow> 
          <mi>
            s 
          </mi> 
          <mn>
            1 
          </mn> 
         </mrow> 
        </msub> 
        <mo>
          = 
        </mo> 
        <mn>
          1 
        </mn> 
        <mo>
          , 
        </mo> 
        <msub> 
         <mi>
           F 
         </mi> 
         <mrow> 
          <mi>
            s 
          </mi> 
          <mn>
            3 
          </mn> 
         </mrow> 
        </msub> 
        <mo>
          = 
        </mo> 
        <mn>
          0.2 
        </mn> 
       </mrow> 
      </math>, AMOC collapse, contrary to that of 
      <math xmlns="http://www.w3.org/1998/Math/MathML"> <mrow> 
        <msub> 
         <mi>
           F 
         </mi> 
         <mrow> 
          <mi>
            s 
          </mi> 
          <mn>
            1 
          </mn> 
         </mrow> 
        </msub> 
        <mo>
          = 
        </mo> 
        <mn>
          1 
        </mn> 
        <mo>
          , 
        </mo> 
        <msub> 
         <mi>
           F 
         </mi> 
         <mrow> 
          <mi>
            s 
          </mi> 
          <mn>
            3 
          </mn> 
         </mrow> 
        </msub> 
        <mo>
          = 
        </mo> 
        <mn>
          0.18 
        </mn> 
       </mrow> 
      </math>.</p>
     <p>Next, we show the minimum 
      <math xmlns="http://www.w3.org/1998/Math/MathML"> <mrow> 
        <msub> 
         <mi>
           F 
         </mi> 
         <mrow> 
          <mi>
            s 
          </mi> 
          <mn>
            1 
          </mn> 
         </mrow> 
        </msub> 
       </mrow> 
      </math> value required to induce AMOC collapse under the initial conditions of 
      <math xmlns="http://www.w3.org/1998/Math/MathML"> <mrow> 
        <mtext>
          Δ 
        </mtext> 
        <msub> 
         <mi>
           S 
         </mi> 
         <mn>
           3 
         </mn> 
        </msub> 
        <mo>
          = 
        </mo> 
        <mo>
          − 
        </mo> 
        <mn>
          1 
        </mn> 
       </mrow> 
      </math>, 
      <math xmlns="http://www.w3.org/1998/Math/MathML"> <mrow> 
        <mtext>
          Δ 
        </mtext> 
        <msub> 
         <mi>
           S 
         </mi> 
         <mn>
           1 
         </mn> 
        </msub> 
       </mrow> 
      </math> at its first steady state, and 
      <math xmlns="http://www.w3.org/1998/Math/MathML"> <mrow> 
        <msub> 
         <mi>
           F 
         </mi> 
         <mrow> 
          <mi>
            s 
          </mi> 
          <mn>
            3 
          </mn> 
         </mrow> 
        </msub> 
       </mrow> 
      </math> increasing from 0 to 0.3, see <xref ref-type="fig" rid="fig7">
       Figure 7
      </xref>.</p>
     <p>We note that when 
      <math xmlns="http://www.w3.org/1998/Math/MathML"> <mrow> 
        <msub> 
         <mi>
           F 
         </mi> 
         <mrow> 
          <mi>
            s 
          </mi> 
          <mn>
            3 
          </mn> 
         </mrow> 
        </msub> 
        <mo>
          &lt; 
        </mo> 
        <mn>
          0.186 
        </mn> 
       </mrow> 
      </math>, the critical value of 
      <math xmlns="http://www.w3.org/1998/Math/MathML"> <mrow> 
        <msub> 
         <mi>
           F 
         </mi> 
         <mrow> 
          <mi>
            s 
          </mi> 
          <mn>
            1 
          </mn> 
         </mrow> 
        </msub> 
       </mrow> 
      </math> that causes circulation 1 to collapse is 1.186. This occurs precisely because when 
      <math xmlns="http://www.w3.org/1998/Math/MathML"> <mrow> 
        <msub> 
         <mi>
           F 
         </mi> 
         <mrow> 
          <mi>
            s 
          </mi> 
          <mn>
            1 
          </mn> 
         </mrow> 
        </msub> 
        <mo>
          &gt; 
        </mo> 
        <mn>
          1.186 
        </mn> 
       </mrow> 
      </math>, in a steady state, circulation 1 has only one steady-state solution.</p>
     <p>When we slowly increase the number of 
      <math xmlns="http://www.w3.org/1998/Math/MathML"> <mrow> 
        <msub> 
         <mi>
           F 
         </mi> 
         <mrow> 
          <mi>
            s 
          </mi> 
          <mn>
            3 
          </mn> 
         </mrow> 
        </msub> 
       </mrow> 
      </math>, passing by 1.86, the corresponding 
      <math xmlns="http://www.w3.org/1998/Math/MathML"> <mrow> 
        <msub> 
         <mi>
           F 
         </mi> 
         <mrow> 
          <mi>
            s 
          </mi> 
          <mn>
            1 
          </mn> 
         </mrow> 
        </msub> 
       </mrow> 
      </math> decreases sharply. Similar to the idea in <xref ref-type="bibr" rid="scirp.146698-26">
       [26]
      </xref>, when we gradually increase 
      <math xmlns="http://www.w3.org/1998/Math/MathML"> <mrow> 
        <msub> 
         <mi>
           F 
         </mi> 
         <mrow> 
          <mi>
            s 
          </mi> 
          <mn>
            3 
          </mn> 
         </mrow> 
        </msub> 
       </mrow> 
      </math>, the overall number of solutions switches from 3 to 1, so 
      <math xmlns="http://www.w3.org/1998/Math/MathML"> <mrow> 
        <mtext>
          Δ 
        </mtext> 
        <msub> 
         <mi>
           S 
         </mi> 
         <mn>
           2 
         </mn> 
        </msub> 
       </mrow> 
      </math> should switch to that solution.</p>
     <p>Recalling the equation 
      <math xmlns="http://www.w3.org/1998/Math/MathML"> <mrow> 
        <mfrac> 
         <mrow> 
          <mtext>
            d 
          </mtext> 
          <msub> 
           <mi>
             y 
           </mi> 
           <mn>
             1 
           </mn> 
          </msub> 
         </mrow> 
         <mrow> 
          <mtext>
            d 
          </mtext> 
          <mi>
            t 
          </mi> 
         </mrow> 
        </mfrac> 
        <mo>
          = 
        </mo> 
        <mo>
          − 
        </mo> 
        <mfrac> 
         <mrow> 
          <mn>
            2 
          </mn> 
          <mi>
            k 
          </mi> 
         </mrow> 
         <mrow> 
          <msub> 
           <mi>
             v 
           </mi> 
           <mn>
             1 
           </mn> 
          </msub> 
         </mrow> 
        </mfrac> 
        <mrow> 
         <mo>
           | 
         </mo> 
         <mrow> 
          <msub> 
           <mi>
             y 
           </mi> 
           <mn>
             1 
           </mn> 
          </msub> 
          <mo>
            − 
          </mo> 
          <msub> 
           <mi>
             x 
           </mi> 
           <mn>
             1 
           </mn> 
          </msub> 
         </mrow> 
         <mo>
           | 
         </mo> 
        </mrow> 
        <msub> 
         <mi>
           y 
         </mi> 
         <mn>
           1 
         </mn> 
        </msub> 
        <mo>
          − 
        </mo> 
        <mfrac> 
         <mi>
           k 
         </mi> 
         <mrow> 
          <msub> 
           <mi>
             v 
           </mi> 
           <mn>
             2 
           </mn> 
          </msub> 
         </mrow> 
        </mfrac> 
        <mrow> 
         <mo>
           | 
         </mo> 
         <mrow> 
          <msub> 
           <mi>
             y 
           </mi> 
           <mn>
             2 
           </mn> 
          </msub> 
          <mo>
            − 
          </mo> 
          <msub> 
           <mi>
             x 
           </mi> 
           <mn>
             2 
           </mn> 
          </msub> 
         </mrow> 
         <mo>
           | 
         </mo> 
        </mrow> 
        <msub> 
         <mi>
           y 
         </mi> 
         <mn>
           2 
         </mn> 
        </msub> 
        <mo>
          − 
        </mo> 
        <mfrac> 
         <mrow> 
          <mrow> 
           <mo>
             ( 
           </mo> 
           <mrow> 
            <msub> 
             <mi>
               F 
             </mi> 
             <mrow> 
              <mi>
                s 
              </mi> 
              <mn>
                1 
              </mn> 
             </mrow> 
            </msub> 
            <mo>
              + 
            </mo> 
            <msub> 
             <mi>
               F 
             </mi> 
             <mrow> 
              <mi>
                s 
              </mi> 
              <mn>
                2 
              </mn> 
             </mrow> 
            </msub> 
           </mrow> 
           <mo>
             ) 
           </mo> 
          </mrow> 
          <msub> 
           <mi>
             β 
           </mi> 
           <mi>
             s 
           </mi> 
          </msub> 
         </mrow> 
         <mrow> 
          <msub> 
           <mi>
             v 
           </mi> 
           <mn>
             1 
           </mn> 
          </msub> 
         </mrow> 
        </mfrac> 
       </mrow> 
      </math>. When 
      <math xmlns="http://www.w3.org/1998/Math/MathML"> <mrow> 
        <mtext>
          Δ 
        </mtext> 
        <msub> 
         <mi>
           S 
         </mi> 
         <mn>
           2 
         </mn> 
        </msub> 
       </mrow> 
      </math> gradually decreases from its initial value to that solution, 
      <math xmlns="http://www.w3.org/1998/Math/MathML"> <mrow> 
        <mrow> 
         <mo>
           ( 
         </mo> 
         <mrow> 
          <mfrac> 
           <mi>
             k 
           </mi> 
           <mrow> 
            <msub> 
             <mi>
               v 
             </mi> 
             <mn>
               1 
             </mn> 
            </msub> 
           </mrow> 
          </mfrac> 
          <mrow> 
           <mo>
             | 
           </mo> 
           <mrow> 
            <msub> 
             <mi>
               y 
             </mi> 
             <mn>
               2 
             </mn> 
            </msub> 
            <mo>
              − 
            </mo> 
            <msub> 
             <mi>
               x 
             </mi> 
             <mn>
               2 
             </mn> 
            </msub> 
           </mrow> 
           <mo>
             | 
           </mo> 
          </mrow> 
          <msub> 
           <mi>
             y 
           </mi> 
           <mn>
             2 
           </mn> 
          </msub> 
          <mo>
            + 
          </mo> 
          <mfrac> 
           <mrow> 
            <msub> 
             <mi>
               β 
             </mi> 
             <mi>
               s 
             </mi> 
            </msub> 
            <mo>
              ⋅ 
            </mo> 
            <msub> 
             <mi>
               F 
             </mi> 
             <mrow> 
              <mi>
                s 
              </mi> 
              <mn>
                3 
              </mn> 
             </mrow> 
            </msub> 
           </mrow> 
           <mrow> 
            <msub> 
             <mi>
               v 
             </mi> 
             <mn>
               1 
             </mn> 
            </msub> 
           </mrow> 
          </mfrac> 
         </mrow> 
         <mo>
           ) 
         </mo> 
        </mrow> 
        <mo>
          &lt; 
        </mo> 
        <mn>
          0 
        </mn> 
       </mrow> 
      </math>. Heuristically speaking, this negative term becomes the dominant part on right hand side, making 
      <math xmlns="http://www.w3.org/1998/Math/MathML"> <mrow> 
        <mfrac> 
         <mrow> 
          <mtext>
            d 
          </mtext> 
          <msub> 
           <mi>
             y 
           </mi> 
           <mn>
             1 
           </mn> 
          </msub> 
         </mrow> 
         <mrow> 
          <mtext>
            d 
          </mtext> 
          <mi>
            t 
          </mi> 
         </mrow> 
        </mfrac> 
        <mo>
          &lt; 
        </mo> 
        <mn>
          0 
        </mn> 
       </mrow> 
      </math>, thereby driving 
      <math xmlns="http://www.w3.org/1998/Math/MathML"> <mrow> 
        <mtext>
          Δ 
        </mtext> 
        <msub> 
         <mi>
           S 
         </mi> 
         <mn>
           1 
         </mn> 
        </msub> 
       </mrow> 
      </math> to decrease towards its second steady state point (see <xref ref-type="fig" rid="fig8">
       Figure 8
      </xref> for the steady states of 
      <math xmlns="http://www.w3.org/1998/Math/MathML"> <mrow> 
        <msub> 
         <mi>
           q 
         </mi> 
         <mn>
           1 
         </mn> 
        </msub> 
       </mrow> 
      </math> and 
      <math xmlns="http://www.w3.org/1998/Math/MathML"> <mrow> 
        <msub> 
         <mi>
           q 
         </mi> 
         <mn>
           2 
         </mn> 
        </msub> 
       </mrow> 
      </math> corresponding to 
      <math xmlns="http://www.w3.org/1998/Math/MathML"> <mrow> 
        <msub> 
         <mi>
           F 
         </mi> 
         <mrow> 
          <mi>
            s 
          </mi> 
          <mn>
            1 
          </mn> 
         </mrow> 
        </msub> 
       </mrow> 
      </math> and 
      <math xmlns="http://www.w3.org/1998/Math/MathML"> <mrow> 
        <msub> 
         <mi>
           F 
         </mi> 
         <mrow> 
          <mi>
            s 
          </mi> 
          <mn>
            3 
          </mn> 
         </mrow> 
        </msub> 
       </mrow> 
      </math>).</p>
     <p>When 
      <math xmlns="http://www.w3.org/1998/Math/MathML"> <mrow> 
        <msub> 
         <mi>
           F 
         </mi> 
         <mrow> 
          <mi>
            s 
          </mi> 
          <mn>
            3 
          </mn> 
         </mrow> 
        </msub> 
        <mo>
          &gt; 
        </mo> 
        <mn>
          1.86 
        </mn> 
       </mrow> 
      </math>, the relationship is subtle. From observation, the graph of the function is almost a straight line. The least squares method was applied to approximate this plot (see <xref ref-type="fig" rid="fig9">
       Figure 9
      </xref>), from which we derived the expression</p>
     <p>
      <math xmlns="http://www.w3.org/1998/Math/MathML"> <mrow> 
        <msub> 
         <mi>
           F 
         </mi> 
         <mrow> 
          <mi>
            s 
          </mi> 
          <mn>
            1 
          </mn> 
         </mrow> 
        </msub> 
        <mo>
          = 
        </mo> 
        <mn>
          1.3655 
        </mn> 
        <mo>
          − 
        </mo> 
        <mn>
          1.9846 
        </mn> 
        <msub> 
         <mi>
           F 
         </mi> 
         <mrow> 
          <mi>
            s 
          </mi> 
          <mn>
            3 
          </mn> 
         </mrow> 
        </msub> 
        <mo>
          . 
        </mo> 
       </mrow> 
      </math></p>
     <fig id="fig6" position="float">
      <label>Figure 6</label>
      <caption>
       <title>(a) 

        <math xmlns="http://www.w3.org/1998/Math/MathML"> <mrow> 
  
          <msub> 
   
           <mi>
            
    F
   
           </mi> 
   
           <mrow> 
    
            <mi>
             
     s
    
            </mi>
    
            <mn>
             
     1
    
            </mn>
   
           </mrow> 
  
          </msub> 
  
          <mo>
           
   =
  
          </mo>
  
          <mn>
           
   1.00
  
          </mn>
  
          <mtext>
           
    
  
          </mtext>
  
          <mrow>
   
           <mtext>
            
    m
   
           </mtext>
   
           <mo>
            
    /
   
           </mo>
   
           <mtext>
            
    y
   
           </mtext>
  
          </mrow> 
  
          <mo>
           
   ,
  
          </mo>
  
          <msub> 
   
           <mi>
            
    F
   
           </mi> 
   
           <mrow> 
    
            <mi>
             
     s
    
            </mi>
    
            <mn>
             
     3
    
            </mn>
   
           </mrow> 
  
          </msub> 
  
          <mo>
           
   =
  
          </mo>
  
          <mn>
           
   0.20
  
          </mn>
  
          <mtext>
           
    
  
          </mtext>
  
          <mrow>
   
           <mtext>
            
    m
   
           </mtext>
   
           <mo>
            
    /
   
           </mo>
   
           <mtext>
            
    y
   
           </mtext>
  
          </mrow> 
 
         </mrow>

        </math> (b) 

        <math xmlns="http://www.w3.org/1998/Math/MathML"> <mrow> 
  
          <msub> 
   
           <mi>
            
    F
   
           </mi> 
   
           <mrow> 
    
            <mi>
             
     s
    
            </mi>
    
            <mn>
             
     1
    
            </mn>
   
           </mrow> 
  
          </msub> 
  
          <mo>
           
   =
  
          </mo>
  
          <mn>
           
   1.00
  
          </mn>
  
          <mtext>
           
    
  
          </mtext>
  
          <mrow>
   
           <mtext>
            
    m
   
           </mtext>
   
           <mo>
            
    /
   
           </mo>
   
           <mtext>
            
    y
   
           </mtext>
  
          </mrow> 
  
          <mo>
           
   ,
  
          </mo>
  
          <msub> 
   
           <mi>
            
    F
   
           </mi> 
   
           <mrow> 
    
            <mi>
             
     s
    
            </mi>
    
            <mn>
             
     3
    
            </mn>
   
           </mrow> 
  
          </msub> 
  
          <mo>
           
   =
  
          </mo>
  
          <mn>
           
   0.18
  
          </mn>
  
          <mtext>
           
    
  
          </mtext>
  
          <mrow>
   
           <mtext>
            
    m
   
           </mtext>
   
           <mo>
            
    /
   
           </mo>
   
           <mtext>
            
    y
   
           </mtext>
  
          </mrow> 
 
         </mrow>

        </math><xref ref-type="bibr" rid="scirp.146698-"></xref>Figure 6. The projected trajectory of AMOC for 

        <math xmlns="http://www.w3.org/1998/Math/MathML"> <mrow> 
  
          <msub> 
   
           <mi>
            
    F
   
           </mi> 
   
           <mrow> 
    
            <mi>
             
     s
    
            </mi>
    
            <mn>
             
     3
    
            </mn>
   
           </mrow> 
  
          </msub> 
 
         </mrow>

        </math> corresponding to 0.20 m/y and 0.18 m/y.</title>
      </caption>
      <graphic mimetype="image" position="float" xlink:type="simple" xlink:href="https://html.scirp.org/file/2860335-rId347.jpeg?20251028020258" />
     </fig>
     <fig id="fig7" position="float">
      <label>Figure 7</label>
      <caption>
       <title>
        <xref ref-type="bibr" rid="scirp.146698-"></xref>Figure 7. The the minimum value of 

        <math xmlns="http://www.w3.org/1998/Math/MathML"> <mrow> 
  
          <msub> 
   
           <mi>
            
    F
   
           </mi> 
   
           <mrow> 
    
            <mi>
             
     s
    
            </mi>
    
            <mn>
             
     1
    
            </mn>
   
           </mrow> 
  
          </msub> 
 
         </mrow>

        </math> to make AMOC collapse as a function of 

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          <msub> 
   
           <mi>
            
    F
   
           </mi> 
   
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     s
    
            </mi>
    
            <mn>
             
     3
    
            </mn>
   
           </mrow> 
  
          </msub> 
 
         </mrow>

        </math>. (a) Given 

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          <msub> 
   
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          </msub> 
 
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        </math>, the minimum value of 

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          <msub> 
   
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            </mn>
   
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          </msub> 
 
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        </math> to make AMOC collapse; (b) A 3-D perspective showing the final strength of q1(AMOC) for different

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            </mn>
   
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          </msub> 
  
          <mo>
           
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          </msub> 
 
         </mrow>

        </math>.</title>
      </caption>
      <graphic mimetype="image" position="float" xlink:type="simple" xlink:href="https://html.scirp.org/file/2860335-rId355.jpeg?20251028020258" />
     </fig>
     <fig id="fig8" position="float">
      <label>Figure 8</label>
      <caption>
       <title>(a) The steady states of 

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          <msub> 
   
           <mi>
            
    q
   
           </mi> 
   
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          </msub> 
 
         </mrow>

        </math> corresponding to 

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        </math> (b) The steady states of 

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          </msub> 
 
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        </math> corresponding to 

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            </mn>
   
           </mrow> 
  
          </msub> 
 
         </mrow>

        </math><xref ref-type="bibr" rid="scirp.146698-"></xref>Figure 8. Steady states of salinity difference and AMOC as a function of 

        <math xmlns="http://www.w3.org/1998/Math/MathML"> <mrow> 
  
          <msub> 
   
           <mi>
            
    F
   
           </mi> 
   
           <mi>
            
    s
   
           </mi> 
  
          </msub> 
 
         </mrow>

        </math>.</title>
      </caption>
      <graphic mimetype="image" position="float" xlink:type="simple" xlink:href="https://html.scirp.org/file/2860335-rId365.jpeg?20251028020259" />
     </fig>
     <fig id="fig9" position="float">
      <label>Figure 9</label>
      <caption>
       <title>
        <xref ref-type="bibr" rid="scirp.146698-"></xref>Figure 9. The least square fit.</title>
      </caption>
      <graphic mimetype="image" position="float" xlink:type="simple" xlink:href="https://html.scirp.org/file/2860335-rId377.jpeg?20251028020259" />
     </fig>
     <p>As we have seen that the introduction of a third box enables the AMOC to “bypast” one of the robust steady states present in the two-box model. The physical extrapolation of this result reveals that the Pacific becomes a dynamic booster, imparting sufficient inertia to the system so that it cannot settle into the original potential wells.</p>
     <p>
      <xref ref-type="bibr" rid="scirp.146698-"></xref>In the traditional two-box model, transitioning from one steady state to another requires overcoming an energy barrier, acting as a kind of “sticky” hysteresis. However, in the three-box model, the inclusion of the Pacific introduces a huge volume and salinity capacity, endowing the system with a “kinetic flywheel” effect. When the system begins to evolve from one state to another under external forcing, the established salinity gradient between the Atlantic and Pacific drives sustained circulation and exchange. The momentum of this process prevents the system from pausing at the intermediate equilibrium points that existed before—much like a swing being pushed continuously does not come to rest at the midpoint but swings directly from one high point to another, thereby “bypass” the seemingly robust intermediate steady states that would have existed without the Pacific.</p>
     <p>This phenomenon can be analogized to the formation process of “explosive cyclogenesis” in weather systems. During cyclogenesis, when certain conditions reach a critical threshold, the system does not slowly approach equilibrium. Instead, it gains immense inertia, rapidly skipping over weak stable phases and entering a period of rapid intensification or “explosion”. Similarly, in our three-box model, the additional capacity provided by the third box provides the AMOC with similar inertia during its state evolution, causing it to bypass its original steady-state structure.</p>
    </sec>
   </sec>
   <sec id="s4">
    <title>
     <xref ref-type="bibr" rid="scirp.146698-"></xref>4. A Simple Model for Dansgaard-Oeschger Cycles</title>
    <sec id="s4_1">
     <title>
      <xref ref-type="bibr" rid="scirp.146698-"></xref>4.1. Construction of the Model</title>
     <p>As is well known from modelling, the Atlantic Meridional Overturning Circulation (AMOC) has more than one steady-state mechanism available. During D-O events, the vigorous AMOC brings increased quantities of warm water mass into the North Atlantic Ocean and Arctic Ocean, increasing the freshwater transport from Arctic to Northern Hemisphere landmasses as well as the subsequent, amplified freshwater forcing <xref ref-type="bibr" rid="scirp.146698-39">
       [39]
      </xref> <xref ref-type="bibr" rid="scirp.146698-40">
       [40]
      </xref>. As discussed in the Stommel’s Model in Section 2, when the amplitude of the freshwater forcing passes some critical threshold, the stable, strong, steady state vanishes, and the AMOC switches to the weak steady state. In this weak state, the northward heat transport is substantially reduced relative to the strong state, leading to a decrease in freshwater runoff and hence freshwater forcing. If the forcing becomes weak enough for the upstream process to cease and fresh water no longer moves northward, the strong AMOC state can be reinitiated, bringing about a complete cyclical transition through this means between the two distinct states.</p>
     <p>In recent research <xref ref-type="bibr" rid="scirp.146698-36">
       [36]
      </xref>, the authors reconstructed a two-box AMOC model by introducing a temporal delay in the oceanic transport between the boxes through a delay function, demonstrating the self-sustained multidecadal variability of AMOC. We hypothesize that the mechanism of Dansgaard-Oeschger (D-O) events may share similar principles. Notably, the polar see-saw hypothesis discussed in <xref ref-type="bibr" rid="scirp.146698-12">
       [12]
      </xref> <xref ref-type="bibr" rid="scirp.146698-14">
       [14]
      </xref> suggests that during deepwater formation in polar regions, substantial changes (e.g., during intense glacial growth or depletion) require prolonged periods to manifest their effects in the opposite hemisphere.</p>
     <p>This implies that when a strong AMOC resumes, Arctic runoff reduction shows delayed response. Consequently, the strong AMOC persists while continually “charging” the Arctic ice system with energy. When the AMOC’s influence eventually reaches the Arctic, the resultant dramatic increase in runoff forces the AMOC to collapse into a weak state. Due to this accumulated energy reserve, the elevated Arctic runoff persists even after AMOC weakening, maintaining the weak AMOC phase until the stored energy is fully depleted.</p>
     <p>We suppose the volume of the volume, salinity and temperature for the Arctic are 
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      </math>, respectively, and those of the high latitude Atlantic and low latitude Atlantic are 
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      </math> and 
      <math xmlns="http://www.w3.org/1998/Math/MathML"> <mrow> 
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           T 
         </mi> 
         <mn>
           3 
         </mn> 
        </msub> 
       </mrow> 
      </math>. Given the extended duration of Dansgaard-Oeschger (D-O) events, we explicitly consider both temperature and salinity as dynamic variables in our model framework. See <xref ref-type="fig" rid="fig10">
       Figure 10
      </xref> for our model.</p>
     <fig id="fig10" position="float">
      <label>Figure 10</label>
      <caption>
       <title>
        <xref ref-type="bibr" rid="scirp.146698-"></xref>Figure 10. Schematic diagram of the model.</title>
      </caption>
      <graphic mimetype="image" position="float" xlink:type="simple" xlink:href="https://html.scirp.org/file/2860335-rId384.jpeg?20251028020300" />
     </fig>
     <p>Our analysis begins with the freshwater forcing. The freshwater forcing primarily consists of two components: runoff from ice sheets and net rainfall. We assume the fresh water force for the Arctic and low-latitude Atlantic is dominated by the runoff of the ice-sheet and net rainfall, respectively, while the freshwater force for the high-latitude is dominated by both runoff from ice-sheet and net rainfall.</p>
     <p>Firstly, let’s assess the effect of ice-sheet runoff on marine systems. Let R represent the runoff rate, and given freshwater’s near-zero salinity and temperature, we establish the core salinity and heat balance equation for a simple box:</p>
     <p>
      <math xmlns="http://www.w3.org/1998/Math/MathML"> <mrow> 
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        </mo> 
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        </mi> 
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        </mi> 
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        </mo> 
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        </mtext> 
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        </mtext> 
        <mi>
          v 
        </mi> 
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            d 
          </mtext> 
          <mi>
            t 
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        <mo>
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        </mo> 
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        </mo> 
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        </mi> 
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          R 
        </mi> 
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          , 
        </mo> 
       </mrow> 
      </math></p>
     <p>In reality, since the runoff R is much smaller than the ocean volumes, we assume that ocean volumes are constants. The volume of the Arctic Ocean is approximately 1.9 × 10<sup>7</sup> km<sup>3</sup>. The volume of the North Atlantic Ocean is approximately 1.6 × 10<sup>8</sup> km<sup>3</sup> <xref ref-type="bibr" rid="scirp.146698-38">
       [38]
      </xref>. In this section, we define the partition as 
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        </mo> 
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      </math> and 
      <math xmlns="http://www.w3.org/1998/Math/MathML"> <mrow> 
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            km 
          </mtext> 
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         </mn> 
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      </math>.</p>
     <p>Besides, in D-O event, fresh water runs to the high latitude North Atlantic and the Arctic <xref ref-type="bibr" rid="scirp.146698-41">
       [41]
      </xref>, denote them by 
      <math xmlns="http://www.w3.org/1998/Math/MathML"> <mrow> 
        <msub> 
         <mi>
           R 
         </mi> 
         <mi>
           N 
         </mi> 
        </msub> 
        <mo>
          , 
        </mo> 
        <msub> 
         <mi>
           R 
         </mi> 
         <mi>
           A 
         </mi> 
        </msub> 
       </mrow> 
      </math>, respectively. We take the ratio to be 2:1:</p>
     <p>
      <math xmlns="http://www.w3.org/1998/Math/MathML"> <mrow> 
        <msub> 
         <mi>
           R 
         </mi> 
         <mi>
           A 
         </mi> 
        </msub> 
        <mo>
          = 
        </mo> 
        <mfrac> 
         <mi>
           R 
         </mi> 
         <mn>
           3 
         </mn> 
        </mfrac> 
        <mo>
          , 
        </mo> 
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        </mtext> 
        <mtext>
            
        </mtext> 
        <msub> 
         <mi>
           R 
         </mi> 
         <mi>
           N 
         </mi> 
        </msub> 
        <mo>
          = 
        </mo> 
        <mfrac> 
         <mn>
           2 
         </mn> 
         <mn>
           3 
         </mn> 
        </mfrac> 
        <mi>
          R 
        </mi> 
       </mrow> 
      </math></p>
     <p>Again, let’s consider the effect of net rainfall. For simplicity, we assume the effect of net rainfall on high-latitude North Atlantic and low-latitude North Atlantic is constants. Denote it by 
      <math xmlns="http://www.w3.org/1998/Math/MathML"> <mrow> 
        <mo>
          − 
        </mo> 
        <mi>
          F 
        </mi> 
        <mi>
          s 
        </mi> 
       </mrow> 
      </math> and 
      <math xmlns="http://www.w3.org/1998/Math/MathML"> <mrow> 
        <mi>
          F 
        </mi> 
        <mi>
          s 
        </mi> 
       </mrow> 
      </math>, respectively.</p>
     <p>Let’s move on to the effect of AMOC on the ice-sheet runoff R. Varying meltwater runoff to the North Atlantic can occur in association with fluctuations of the ice margin <xref ref-type="bibr" rid="scirp.146698-33">
       [33]
      </xref>. There are a number of inter-related considerations here. We will use the result in <xref ref-type="bibr" rid="scirp.146698-33">
       [33]
      </xref> that the runoff R will depend linearly on AMOC. Besides, our framework incorporates a temporal lag (denoted as 
      <math xmlns="http://www.w3.org/1998/Math/MathML"> <mrow> 
        <msub> 
         <mi>
           d 
         </mi> 
         <mn>
           1 
         </mn> 
        </msub> 
       </mrow> 
      </math>) between the low-latitude Atlantic meridional overturning circulation and its impact on ice-sheet runoff dynamics:</p>
     <p>
      <math xmlns="http://www.w3.org/1998/Math/MathML"> <mrow> 
        <mi>
          R 
        </mi> 
        <mo>
          = 
        </mo> 
        <msub> 
         <mi>
           R 
         </mi> 
         <mn>
           0 
         </mn> 
        </msub> 
        <mo>
          + 
        </mo> 
        <mi>
          a 
        </mi> 
        <mo>
          ⋅ 
        </mo> 
        <msub> 
         <mi>
           q 
         </mi> 
         <mn>
           2 
         </mn> 
        </msub> 
        <mrow> 
         <mo>
           ( 
         </mo> 
         <mrow> 
          <mi>
            t 
          </mi> 
          <mo>
            − 
          </mo> 
          <msub> 
           <mi>
             d 
           </mi> 
           <mn>
             1 
           </mn> 
          </msub> 
         </mrow> 
         <mo>
           ) 
         </mo> 
        </mrow> 
       </mrow> 
      </math></p>
     <p>Estimates of the period of temporal lag vary and one typical estimate is 400 years and we will illustrate it in the next section. Regarding the selection of parameters 
      <math xmlns="http://www.w3.org/1998/Math/MathML"> <mrow> 
        <msub> 
         <mi>
           R 
         </mi> 
         <mn>
           0 
         </mn> 
        </msub> 
        <mo>
          , 
        </mo> 
        <mi>
          a 
        </mi> 
       </mrow> 
      </math> and 
      <math xmlns="http://www.w3.org/1998/Math/MathML"> <mrow> 
        <msub> 
         <mi>
           Q 
         </mi> 
         <mn>
           0 
         </mn> 
        </msub> 
       </mrow> 
      </math>, we refer to the work in <xref ref-type="bibr" rid="scirp.146698-35">
       [35]
      </xref>. We will use 
      <math xmlns="http://www.w3.org/1998/Math/MathML"> <mrow> 
        <msub> 
         <mi>
           R 
         </mi> 
         <mn>
           0 
         </mn> 
        </msub> 
        <mo>
          ~ 
        </mo> 
        <mn>
          0.1 
        </mn> 
        <mtext>
            
        </mtext> 
        <mtext>
          Sv 
        </mtext> 
       </mrow> 
      </math>, 
      <math xmlns="http://www.w3.org/1998/Math/MathML"> <mrow> 
        <mi>
          a 
        </mi> 
        <mo>
          ~ 
        </mo> 
        <mn>
          0.01 
        </mn> 
       </mrow> 
      </math> and 
      <math xmlns="http://www.w3.org/1998/Math/MathML"> <mrow> 
        <msub> 
         <mi>
           Q 
         </mi> 
         <mn>
           0 
         </mn> 
        </msub> 
        <mo>
          ~ 
        </mo> 
        <mn>
          20 
        </mn> 
        <mtext>
            
        </mtext> 
        <mtext>
          Sv 
        </mtext> 
       </mrow> 
      </math>.</p>
     <p>For the volume transport 
      <math xmlns="http://www.w3.org/1998/Math/MathML"> <mrow> 
        <msub> 
         <mi>
           q 
         </mi> 
         <mn>
           1 
         </mn> 
        </msub> 
        <mo>
          , 
        </mo> 
        <msub> 
         <mi>
           q 
         </mi> 
         <mn>
           2 
         </mn> 
        </msub> 
       </mrow> 
      </math>, we assume that they are proportional to the density difference between the boxes. Additionally, we incorporate another temporal lag (denoted as 
      <math xmlns="http://www.w3.org/1998/Math/MathML"> <mrow> 
        <msub> 
         <mi>
           d 
         </mi> 
         <mn>
           2 
         </mn> 
        </msub> 
       </mrow> 
      </math>) to characterize the mean advective time delay, a choice for 
      <math xmlns="http://www.w3.org/1998/Math/MathML"> <mrow> 
        <msub> 
         <mi>
           d 
         </mi> 
         <mn>
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      </math> is about 20 years:</p>
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     <p>The dynamic equations of salinity for our three-box model become:</p>
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     <p>
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     <p>In addition, we consider temperature as dynamic variables in our model framework. Assuming the ambient temperature for Arctic, high-latitude North Atlantic and low-latitude North Atlantic are 
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      </math> characterizing the speed of heat conducting into the water, we derive:</p>
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    </sec>
    <sec id="s4_2">
     <title>
      <xref ref-type="bibr" rid="scirp.146698-"></xref>4.2. Explanation of Temporal Lag</title>
     <p>The delayed feedback mechanisms within the Arctic climate system exhibit unique temporal characteristics during abrupt climate transitions. When the AMOC intensifies, warm water reaches the Arctic marine margins within 1 - 3 years <xref ref-type="bibr" rid="scirp.146698-42">
       [42]
      </xref>. This rapid advection stems from the Last Glacial Maximum paleogeographic configuration: lower sea levels extended ice sheets to continental shelf edges, enabling direct thermal erosion of ice-shelf basal zones—a stark contrast to modern fjord-dominated retreat <xref ref-type="bibr" rid="scirp.146698-43">
       [43]
      </xref>.</p>
     <p>Arctic ice sheets respond to oceanic forcing through three distinct stages:</p>
     <p>1) Initial basal melting (0 - 15 years): Subsurface warming triggers ice-shelf thinning at rates &gt; 10 m/y, recorded by abrupt increases in ice-rafted debris with Laurentide-sourced dolomite in North Atlantic sediments <xref ref-type="bibr" rid="scirp.146698-44">
       [44]
      </xref>;</p>
     <p>2) Ice dynamic acceleration (15 - 30 years): Reduced buttressing causes inland ice-stream acceleration, evidenced by layer-thinning in Greenland ice cores <xref ref-type="bibr" rid="scirp.146698-45">
       [45]
      </xref>;</p>
     <p>3) Runoff peak (30 - 50 years): Combined meltwater discharge and iceberg calving release rates exceeded 0.1 Sv freshwater, as reported in <xref ref-type="bibr" rid="scirp.146698-46">
       [46]
      </xref> <xref ref-type="bibr" rid="scirp.146698-47">
       [47]
      </xref>.</p>
     <p>
      <xref ref-type="bibr" rid="scirp.146698-"></xref>In addition, the accumulation of freshwater is subject to complex spatiotemporal patterns, with proglacial lakes attaining outburst capacities (up to 500 Gt) in 50 - 150 years, as seen in varved sediment records from Lake Agassiz <xref ref-type="bibr" rid="scirp.146698-48">
       [48]
      </xref>, and subglacial aquifers storing freshwater on time scales of 200 to 500 years, as evidenced by porewater Cl<sup>−</sup> profiles and <sup>36</sup>Cl dating <xref ref-type="bibr" rid="scirp.146698-49">
       [49]
      </xref>.</p>
     <p>Despite decadal-scale freshwater discharge into the ocean, substantial weakening of the AMOC manifests after approximately 250 - 350 years. This delayed response primarily stems from time-dependent accumulation processes in critical convection zones. Norwegian Sea sediment Nd records reveal a 260 ± 40 yr delay between ice-rafted debris events and subsequent AMOC collapse <xref ref-type="bibr" rid="scirp.146698-50">
       [50]
      </xref>.</p>
     <p>There is a high-resolution archive of documents in lag hierarchy as follows. Antarctic EPICA ice core δ18O excursions lag Greenland stadial—interstadial transitions by 310 ± 50 years on average <xref ref-type="bibr" rid="scirp.146698-51">
       [51]
      </xref>. South Atlantic Nd data further indicate that AMOC signal propagation via oceanic pathways after approximately 190 ± 30 years, giving rise to a bipolar see-saw lag of 300 ± 70 years <xref ref-type="bibr" rid="scirp.146698-52">
       [52]
      </xref>.</p>
     <p>By integrating all feedback stages into one sequence of assessment, we suggest a delay of 400 years as a very conservative estimate representing a robust time-lag to ice-sheet-ocean-climate interaction throughout the system.</p>
    </sec>
    <sec id="s4_3">
     <title>
      <xref ref-type="bibr" rid="scirp.146698-"></xref>4.3. The Numerical Results of Our Model</title>
     <p>Self-sustained multidecadal AMOC oscillations are obtained in the revised three-box Stommel model. <xref ref-type="fig" rid="fig11">
       Figure 11
      </xref> shows the numerical result at 
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     <fig id="fig11" position="float">
      <label>Figure 11</label>
      <caption>
       <title>
        <xref ref-type="bibr" rid="scirp.146698-"></xref>Figure 11. Numerical solutions of our model. (a) The temperature of the Arctic, high-latitude Atlantic and low-latitude Atlantic over the years 0 - 20 kyr; (b) The strength of AMOC and circulation between the high-latitude box and the Arctic over the time series years 0 - 20 kyr.</title>
      </caption>
      <graphic mimetype="image" position="float" xlink:type="simple" xlink:href="https://html.scirp.org/file/2860335-rId441.jpeg?20251028020302" />
     </fig>
    </sec>
    <sec id="s4_4">
     <title>
      <xref ref-type="bibr" rid="scirp.146698-"></xref>4.4. Self-Sustained Oscillations</title>
     <p>First, let’s examine the temperature variations. When the strong AMOC initiates, the high-latitude North Atlantic and Arctic regions experience abrupt warming, with the former showing a rapid temperature increase of approximately 6˚C and the latter rising by about 4˚C within a short timeframe, which is consistent with the results shown in <xref ref-type="bibr" rid="scirp.146698-35">
       [35]
      </xref>. Following the collapse of the strong AMOC, temperatures in both regions gradually decrease and eventually return to their initial levels.</p>
     <p>And from the graphs, we can observe that a Dansgaard-Oeschger (D-O) cycle consists of the following phases:</p>
     <p>1) At point a (see <xref ref-type="fig" rid="fig12">
       Figure 12
      </xref>), as freshwater forcing ( 
      <math xmlns="http://www.w3.org/1998/Math/MathML"> <mrow> 
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         </mi> 
         <mi>
           N 
         </mi> 
        </msub> 
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        <msub> 
         <mi>
           R 
         </mi> 
         <mi>
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         </mi> 
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      </math>) declines to a critical threshold, it triggers the activation of a strong AMOC.</p>
     <p>2) Point b marks the peak intensity of the strong AMOC. After about 400 years, under persistent ice sheet runoff from Arctic ice sheets (primarily meltwater input), freshwater forcing increases, leading to the collapse of the strong AMOC and its transition to a weak mode. Point c denotes the terminus of the strong AMOC (Strong phase).</p>
     <p>3) From point d to e, under weak AMOC conditions, ice sheet runoff diminishes, and freshwater forcing gradually decreases. During this period, freshwater forcing declines to negative values, leaving the system in a monostable state dominated solely by the weak AMOC. Notably, the AMOC intensity increases with periodic fluctuations. This pattern primarily arises because when Arctic runoff (R) remains stable, the AMOC can reach its equilibrium state within a timescale that is a bit shorter than the characteristic temporal lag of the system. The cumulative effects of AMOC’s influence on Arctic runoff only become manifest after the subsequent 400-year phase. This delayed feedback triggers freshwater forcing adjustments, driving the AMOC toward a new equilibrium state.</p>
     <p>4) At point e, freshwater forcing declines to negative value which triggers the next cycle.</p>
     <fig id="fig12" position="float">
      <label>Figure 12</label>
      <caption>
       <title>
        <xref ref-type="bibr" rid="scirp.146698-"></xref>Figure 12. Modelled cycle about the AMOC.</title>
      </caption>
      <graphic mimetype="image" position="float" xlink:type="simple" xlink:href="https://html.scirp.org/file/2860335-rId445.jpeg?20251028020302" />
     </fig>
     <p>All the cycles go through the same sequence and each lasts around 1500 - 2000 years, which is about 4 - 5 times the typical time delay of the entire system. The cycle duration largely relies on Phase C—the most time-consuming phase—lasting for a very long period of time.</p>
     <p>In our model, the influence of AMOC (Atlantic Meridional Overturning Circulation) on ice-sheet runoff only becomes evident after 400 years. This temporal lag allows the AMOC to reach its new steady state under the ice-sheet runoff values from the previous phase, consequently causing the AMOC variation to demonstrate this pattern. Therefore, we can approximately discretize the model</p>
     <fig id="fig13" position="float">
      <label>Figure 13</label>
      <caption>
       <title>
        <xref ref-type="bibr" rid="scirp.146698-"></xref>Figure 13. The discretized model (one step).</title>
      </caption>
      <graphic mimetype="image" position="float" xlink:type="simple" xlink:href="https://html.scirp.org/file/2860335-rId447.jpeg?20251028020302" />
     </fig>
     <p>regarding time t into a recursive sequence(see <xref ref-type="fig" rid="fig13">
       Figure 13
      </xref>). Strong AMOC can only restart when freshwater forcing drops below zero. Consequently, the timing of strong AMOC restart depends on which term in this sequence first attains negative freshwater forcing values. <xref ref-type="fig" rid="fig13">
       Figure 13
      </xref> illustrates this process.</p>
    </sec>
   </sec>
   <sec id="s5">
    <title>
     <xref ref-type="bibr" rid="scirp.146698-"></xref>5. Conclusions</title>
    <p>We have developed a three-box Stommel model to simulate the mechanisms of the Atlantic Meridional Overturning Circulation (AMOC). The principle is straightforward: the global ocean is partitioned into three adjacent boxes—the high-latitude North Atlantic, the low-latitude North Atlantic, and the rest of the global ocean. Temperature and salinity gradients between these regions drive the circulation. Our model relies on key assumptions: 1) the freshwater forcing applied to each box is constant, and 2) the temperature differences between regions remain fixed. Future work may involve relaxing these assumptions for deeper exploration.</p>
    <p>Our findings reveal that the third box (representative of the global ocean) plays an important part in steering AMOC to specific steady-state solutions; if it receives stronger freshwater forcing, it tends to bypass robust steady states, and gradually converge to weak equilibria which never happens with the conventional two-box model and suggests that the AMOC collapse under the RCP 8.5 warming scenario would take place much earlier than thought before.</p>
    <p>Subsequently, based on the coupled time-delayed feedback of the three-box Stommel equations, we constructed a D-O cycles model. The two main factors are: 1) Bistability Loop—Strong AMOC enhances the ice sheet’s freshwater release and eventually leads to the collapse of the ice sheet, whereas weak AMOC weakens the freshwater forcing and promotes the restart of the AMOC. 2) Delayed response: A temporal lag (400 yr) exists between AMOC formation and its impact on ice-sheet mass balance.</p>
    <p>This framework effectively captures key characteristics of observed Dansgaard-Oeschger events, including: Self-sustained oscillations between AMOC states, asymmetric timescale between cooling/warming phases and abrupt warming amplitudes. This motivates us to consider whether similar delayed response mechanisms exist when investigating analogous self-sustained oscillation events in future studies.</p>
    <p>Our model development aims to overcome three limitations: one is that it must incorporate stochastic forcing to represent the effect of climate noise <xref ref-type="bibr" rid="scirp.146698-53">
      [53]
     </xref>, the second is that a better representation of NADW formation zones requires higher spatial resolution <xref ref-type="bibr" rid="scirp.146698-54">
      [54]
     </xref>, and the third is to adopt full-coupled ice sheet dynamics as in Asay-Davis et al. <xref ref-type="bibr" rid="scirp.146698-55">
      [55]
     </xref>. Further improved physics with retained delayed feedback paradigm should be expected after we implement those changes.</p>
   </sec>
  </sec>
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