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<journal-meta>
<journal-id journal-id-type="publisher-id">Front. Phys.</journal-id>
<journal-title>Frontiers in Physics</journal-title>
<abbrev-journal-title abbrev-type="pubmed">Front. Phys.</abbrev-journal-title>
<issn pub-type="epub">2296-424X</issn>
<publisher>
<publisher-name>Frontiers Media S.A.</publisher-name>
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<article-meta>
<article-id pub-id-type="publisher-id">1246884</article-id>
<article-id pub-id-type="doi">10.3389/fphy.2023.1246884</article-id>
<article-categories>
<subj-group subj-group-type="heading">
<subject>Physics</subject>
<subj-group>
<subject>Original Research</subject>
</subj-group>
</subj-group>
</article-categories>
<title-group>
<article-title>Application of homotopy perturbation method to solve a nonlinear mathematical model of depletion of forest resources</article-title>
<alt-title alt-title-type="left-running-head">Buhe et al.</alt-title>
<alt-title alt-title-type="right-running-head">
<ext-link ext-link-type="uri" xlink:href="https://doi.org/10.3389/fphy.2023.1246884">10.3389/fphy.2023.1246884</ext-link>
</alt-title>
</title-group>
<contrib-group>
<contrib contrib-type="author" equal-contrib="yes">
<name>
<surname>Buhe</surname>
<given-names>Eerdun</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
<xref ref-type="author-notes" rid="fn001">
<sup>&#x2020;</sup>
</xref>
</contrib>
<contrib contrib-type="author" corresp="yes" equal-contrib="yes">
<name>
<surname>Rafiullah</surname>
<given-names>Muhammad</given-names>
</name>
<xref ref-type="aff" rid="aff2">
<sup>2</sup>
</xref>
<xref ref-type="corresp" rid="c001">&#x2a;</xref>
<xref ref-type="author-notes" rid="fn001">
<sup>&#x2020;</sup>
</xref>
<uri xlink:href="https://loop.frontiersin.org/people/2354680/overview"/>
</contrib>
<contrib contrib-type="author" equal-contrib="yes">
<name>
<surname>Jabeen</surname>
<given-names>Dure</given-names>
</name>
<xref ref-type="aff" rid="aff3">
<sup>3</sup>
</xref>
<xref ref-type="author-notes" rid="fn001">
<sup>&#x2020;</sup>
</xref>
</contrib>
<contrib contrib-type="author" corresp="yes" equal-contrib="yes">
<name>
<surname>Anjum</surname>
<given-names>Naveed</given-names>
</name>
<xref ref-type="aff" rid="aff4">
<sup>4</sup>
</xref>
<xref ref-type="corresp" rid="c001">&#x2a;</xref>
<xref ref-type="author-notes" rid="fn001">
<sup>&#x2020;</sup>
</xref>
<uri xlink:href="https://loop.frontiersin.org/people/2085903/overview"/>
</contrib>
</contrib-group>
<aff id="aff1">
<sup>1</sup>
<institution>School of Mathematical Sciences</institution>, <institution>Hohhot University for Nationalities</institution>, <addr-line>Inner Mongolia</addr-line>, <country>China</country>
</aff>
<aff id="aff2">
<sup>2</sup>
<institution>Department of Mathematics</institution>, <institution>COMSATS University Islamabad</institution>, <addr-line>Lahore</addr-line>, <country>Pakistan</country>
</aff>
<aff id="aff3">
<sup>3</sup>
<institution>Department of Electronics Engineering</institution>, <institution>Sir Syed University of Engineering and Technology</institution>, <addr-line>Karachi</addr-line>, <country>Pakistan</country>
</aff>
<aff id="aff4">
<sup>4</sup>
<institution>Department of Mathematics</institution>, <institution>GC University</institution>, <addr-line>Faisalabad</addr-line>, <country>Pakistan</country>
</aff>
<author-notes>
<fn fn-type="edited-by">
<p>
<bold>Edited by:</bold> <ext-link ext-link-type="uri" xlink:href="https://loop.frontiersin.org/people/1142217/overview">Yusry El-Dib</ext-link>, Ain Shams University, Egypt</p>
</fn>
<fn fn-type="edited-by">
<p>
<bold>Reviewed by:</bold> <ext-link ext-link-type="uri" xlink:href="https://loop.frontiersin.org/people/1835540/overview">Youssri Hassan Youssri</ext-link>, Cairo University, Egypt</p>
<p>
<ext-link ext-link-type="uri" xlink:href="https://loop.frontiersin.org/people/2213407/overview">Muhammad Nadeem</ext-link>, Qujing Normal University, China</p>
</fn>
<corresp id="c001">&#x2a;Correspondence: Muhammad Rafiullah, <email>rafiullaharain@gmail.com</email>; Naveed Anjum, <email>xsnaveed@yahoo.com</email>
</corresp>
<fn fn-type="equal" id="fn001">
<label>
<sup>&#x2020;</sup>
</label>
<p>These authors have contributed equally to this work</p>
</fn>
</author-notes>
<pub-date pub-type="epub">
<day>20</day>
<month>10</month>
<year>2023</year>
</pub-date>
<pub-date pub-type="collection">
<year>2023</year>
</pub-date>
<volume>11</volume>
<elocation-id>1246884</elocation-id>
<history>
<date date-type="received">
<day>24</day>
<month>06</month>
<year>2023</year>
</date>
<date date-type="accepted">
<day>04</day>
<month>10</month>
<year>2023</year>
</date>
</history>
<permissions>
<copyright-statement>Copyright &#xa9; 2023 Buhe, Rafiullah, Jabeen and Anjum.</copyright-statement>
<copyright-year>2023</copyright-year>
<copyright-holder>Buhe, Rafiullah, Jabeen and Anjum</copyright-holder>
<license xlink:href="http://creativecommons.org/licenses/by/4.0/">
<p>This is an open-access article distributed under the terms of the Creative Commons Attribution License (CC BY). The use, distribution or reproduction in other forums is permitted, provided the original author(s) and the copyright owner(s) are credited and that the original publication in this journal is cited, in accordance with accepted academic practice. No use, distribution or reproduction is permitted which does not comply with these terms.</p>
</license>
</permissions>
<abstract>
<p>Reduction in forest resources due to increasing global warming and population growth is a critical situation the World faces today. As these reserves decrease, it alarms new challenges that require urgent attention. In this paper, we provide a semi-analytical solution to a nonlinear mathematical model that studies the depletion of forest resources due to population growth and its pressure. With the help of the homotopy perturbation method (HPM), we determine an approximate series solution with few perturbation terms, which is one of the essential power of the HPM method. We compare our semi-analytical results with numerical solutions obtained using the Runge-Kutta 4th-order (RK-4) method. Furthermore, we analyze the model&#x2019;s behaviour and dynamics by changing the parametric coefficients that represent the depletion rate of forest resources and the growth rate of population pressure and present these findings using various graphs.</p>
</abstract>
<kwd-group>
<kwd>semi-analytical solution</kwd>
<kwd>system of non-linear differential equations</kwd>
<kwd>homotopy perturbation method</kwd>
<kwd>depletion of forest resources</kwd>
<kwd>mathematical mobel</kwd>
</kwd-group>
<custom-meta-wrap>
<custom-meta>
<meta-name>section-at-acceptance</meta-name>
<meta-value>Interdisciplinary Physics</meta-value>
</custom-meta>
</custom-meta-wrap>
</article-meta>
</front>
<body>
<sec id="s1">
<title>1 Introduction</title>
<p>The world faces an alarming issue today due to the depletion of forest resources caused by deforestation, fires, illegal logging, and other factors. Many countries will lose their remaining forests by 2030 if this trend continues, according to a recent report [<xref ref-type="bibr" rid="B1">1</xref>]. Urgent action is needed to address this challenge, including better coordination and control of the timber industry and communities that depend on the forests [<xref ref-type="bibr" rid="B2">2</xref>]. Mathematics provides some powerful tools to tackle such problems with the help of differential equations which can offer a way to solve dynamical systems making them essential to science, engineering and humanity. Some studies have used the mathematical modeling of forest depletion and suggested solutions using various numerical and analytical methods. Gompil et al. [<xref ref-type="bibr" rid="B3">3</xref>] proposed numerical and simulated results for a forest depletion model, while Eswari et al. [<xref ref-type="bibr" rid="B4">4</xref>] examined the homotopy perturbation method (HPM) to solve the mathematical model for the depletion of forest resources. Nugraheni et al. [<xref ref-type="bibr" rid="B5">5</xref>] proposed stability analysis and numerical simulations for a mangrove forest resource dynamical model. Didiharyono and Kasse [<xref ref-type="bibr" rid="B6">6</xref>] studied the stability of a mathematical model for deforestation and presented numerical simulations of the system. All these studies offer useful insights into the dynamics of forest resources and propose possible solutions to handle this critical global problem. This paper concentrates on the study of the depletion of forest resources, employing a mathematical model suggested by Misra, Lata, and Shukla [<xref ref-type="bibr" rid="B7">7</xref>]. This mathematical model consists of the cumulative density of forest resources, the density of the population, and population pressure, represented by the variables <italic>B</italic>, <italic>N</italic>, and <italic>P</italic>, respectively. In this model, the connection between forest and population density is considered as a prey-predator logistic model. The forest density decreases as housing and development increase, impacting its growth rate. Population pressure growth is proportional to population density in the model [<xref ref-type="bibr" rid="B7">7</xref>]. The authors have investigated existence and uniqueness of the global positive solution and provided numerical simulations to study this model. The cumulative density of forests and population size, are modelled using comprehensive equations with dynamic relations similar to a prey-predator system. The model signifies the depletion of forest resources provoked by population growth, reduction of forest areas for expansion purposes and the depletion by the pressure of the population. In addition, the model considers that the increase in population pressure is proportional to population density. This model consists of dimensionless differential equations. The suggested model [<xref ref-type="bibr" rid="B7">7</xref>] can be represented as:<disp-formula id="e1">
<mml:math id="m1">
<mml:mtable class="align" columnalign="left">
<mml:mtr>
<mml:mtd columnalign="right">
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<mml:mo>&#x3d;</mml:mo>
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<mml:mo>&#x2212;</mml:mo>
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<mml:msup>
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<mml:mi>B</mml:mi>
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<mml:mn>2</mml:mn>
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<mml:mi>P</mml:mi>
<mml:mo>,</mml:mo>
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<mml:mtr>
<mml:mtd columnalign="right">
<mml:mfrac>
<mml:mrow>
<mml:mi>d</mml:mi>
<mml:mi>N</mml:mi>
</mml:mrow>
<mml:mrow>
<mml:mi>d</mml:mi>
<mml:mi>t</mml:mi>
</mml:mrow>
</mml:mfrac>
</mml:mtd>
<mml:mtd columnalign="left">
<mml:mo>&#x3d;</mml:mo>
<mml:mi>r</mml:mi>
<mml:mi>N</mml:mi>
<mml:mo>&#x2212;</mml:mo>
<mml:mi>j</mml:mi>
<mml:msup>
<mml:mrow>
<mml:mi>N</mml:mi>
</mml:mrow>
<mml:mrow>
<mml:mn>2</mml:mn>
</mml:mrow>
</mml:msup>
<mml:mo>&#x2b;</mml:mo>
<mml:mi>&#x3c0;</mml:mi>
<mml:mi>&#x3b1;</mml:mi>
<mml:mi>B</mml:mi>
<mml:mi>N</mml:mi>
<mml:mo>,</mml:mo>
</mml:mtd>
</mml:mtr>
<mml:mtr>
<mml:mtd columnalign="right">
<mml:mfrac>
<mml:mrow>
<mml:mi>d</mml:mi>
<mml:mi>P</mml:mi>
</mml:mrow>
<mml:mrow>
<mml:mi>d</mml:mi>
<mml:mi>t</mml:mi>
</mml:mrow>
</mml:mfrac>
</mml:mtd>
<mml:mtd columnalign="left">
<mml:mo>&#x3d;</mml:mo>
<mml:mi>&#x3bb;</mml:mi>
<mml:mi>N</mml:mi>
<mml:mo>&#x2212;</mml:mo>
<mml:msub>
<mml:mrow>
<mml:mi>&#x3bb;</mml:mi>
</mml:mrow>
<mml:mrow>
<mml:mn>0</mml:mn>
</mml:mrow>
</mml:msub>
<mml:mi>P</mml:mi>
<mml:mo>,</mml:mo>
</mml:mtd>
</mml:mtr>
</mml:mtable>
</mml:math>
<label>(1)</label>
</disp-formula>where <italic>B</italic> (0) &#x2265; 0, <italic>N</italic> (0) &#x2265; 0, <italic>P</italic> (0) &#x2265; 0 and we define variables and constant coefficients of this model in the following table as.</p>
<table-wrap id="udT1" position="float">
<table>
<thead>
<tr>
<td align="left">Notation</td>
<td align="left">Description</td>
</tr>
</thead>
<tbody valign="top">
<tr>
<td align="left">
<italic>B</italic>
</td>
<td align="left">Cumulative density of forest resources</td>
</tr>
<tr>
<td align="left">
<italic>N</italic>
</td>
<td align="left">Density of population</td>
</tr>
<tr>
<td align="left">
<italic>P</italic>
</td>
<td align="left">Population pressure</td>
</tr>
<tr>
<td align="left">
<italic>S</italic>
</td>
<td align="left">Intrinsic growth rate</td>
</tr>
<tr>
<td align="left">
<inline-formula id="inf1">
<mml:math id="m2">
<mml:mi>h</mml:mi>
<mml:mo>&#x3d;</mml:mo>
<mml:mfrac>
<mml:mrow>
<mml:msub>
<mml:mrow>
<mml:mi>s</mml:mi>
</mml:mrow>
<mml:mrow>
<mml:mn>0</mml:mn>
</mml:mrow>
</mml:msub>
</mml:mrow>
<mml:mrow>
<mml:mi>L</mml:mi>
</mml:mrow>
</mml:mfrac>
</mml:math>
</inline-formula>
</td>
<td align="left">Intraspecific growth rate of forestry resources in absence of population</td>
</tr>
<tr>
<td align="left">
<inline-formula id="inf2">
<mml:math id="m3">
<mml:mi>j</mml:mi>
<mml:mo>&#x3d;</mml:mo>
<mml:mfrac>
<mml:mrow>
<mml:msub>
<mml:mrow>
<mml:mi>r</mml:mi>
</mml:mrow>
<mml:mrow>
<mml:mn>0</mml:mn>
</mml:mrow>
</mml:msub>
</mml:mrow>
<mml:mrow>
<mml:mi>K</mml:mi>
</mml:mrow>
</mml:mfrac>
</mml:math>
</inline-formula>
</td>
<td align="left">Intraspecific growth rate of population in absence of forestry resources</td>
</tr>
<tr>
<td align="left">
<italic>&#x391;</italic>
</td>
<td align="left">Depletion rate of forest resources due to population</td>
</tr>
<tr>
<td align="left">
<italic>&#x39b;</italic>
</td>
<td align="left">Growth rate of population pressure</td>
</tr>
<tr>
<td align="left">
<italic>&#x3bb;</italic>
<sub>0</sub>
</td>
<td align="left">Natural depletion rate</td>
</tr>
<tr>
<td align="left">
<italic>&#x3bb;</italic>
<sub>2</sub>
</td>
<td align="left">Depletion rate due to population pressure</td>
</tr>
<tr>
<td align="left">
<italic>&#x3a0;</italic>
</td>
<td align="left">Growth in population due to forest resources (proportionality constant)</td>
</tr>
<tr>
<td align="left">
<italic>R</italic>
</td>
<td align="left">Intrinsic growth rate human population</td>
</tr>
</tbody>
</table>
</table-wrap>
<p>Values for the parameters and coefficients are considered, <italic>s</italic> &#x3d; 0.8, <italic>s</italic>
<sub>0</sub> &#x3d; 0.2, <italic>L</italic> &#x3d; 50, <italic>&#x3b1;</italic> &#x3d; 0.0001, <italic>&#x3bb;</italic> &#x3d; 0.2, <italic>&#x3bb;</italic>
<sub>0</sub> &#x3d; 0.1, <italic>r</italic> &#x3d; 0.2, <italic>r</italic>
<sub>0</sub> &#x3d; 0.1, <italic>K</italic> &#x3d; 100, <italic>&#x3c0;</italic> &#x3d; 0.004, <italic>&#x3bb;</italic>
<sub>2</sub> &#x3d; 0.0002, <inline-formula id="inf3">
<mml:math id="m4">
<mml:mi>h</mml:mi>
<mml:mo>&#x3d;</mml:mo>
<mml:mfrac>
<mml:mrow>
<mml:msub>
<mml:mrow>
<mml:mi>s</mml:mi>
</mml:mrow>
<mml:mrow>
<mml:mn>0</mml:mn>
</mml:mrow>
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</mml:mrow>
<mml:mrow>
<mml:mi>L</mml:mi>
</mml:mrow>
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</mml:math>
</inline-formula>, <inline-formula id="inf4">
<mml:math id="m5">
<mml:mi>j</mml:mi>
<mml:mo>&#x3d;</mml:mo>
<mml:mfrac>
<mml:mrow>
<mml:msub>
<mml:mrow>
<mml:mi>r</mml:mi>
</mml:mrow>
<mml:mrow>
<mml:mn>0</mml:mn>
</mml:mrow>
</mml:msub>
</mml:mrow>
<mml:mrow>
<mml:mi>K</mml:mi>
</mml:mrow>
</mml:mfrac>
</mml:math>
</inline-formula> and initial conditions <italic>n</italic>
<sub>1</sub> &#x3d; <italic>B</italic> (0) &#x3d; 30, <italic>n</italic>
<sub>2</sub> &#x3d; <italic>N</italic> (0) &#x3d; 35, <italic>n</italic>
<sub>3</sub> &#x3d; <italic>P</italic> (0) &#x3d; 1 as given in (Misra et al., 2014).</p>
<p>The rate of forest depletion is alarming, mainly driven by illegal logging and land clearing activities. This trend poses a serious threat to our ecosystem and immediate action is needed to mitigate its impact. Without decisive measures, the depletion of forest resources will have long-lasting consequences on the environment and our wellbeing. It is imperative to find sustainable solutions and enforce regulations to curb the rampant destruction of forests and preserve them for future generations.</p>
<p>Many dynamical problems in science and engineering cannot be solved analytically (exactly) and can be approximated numerically. There is another technique named as series solution (semi-analytical techniques) which is more closer to analytical results. For this purpose a wide range of methods have been developed to find approximate solutions that are as close as possible to the exact solutions. Among these methods are the Taylor series method [<xref ref-type="bibr" rid="B8">8</xref>], which approximates functions as power series; the Picard method [<xref ref-type="bibr" rid="B9">9</xref>], which iteratively computes solutions from initial conditions; the Adomian decomposition method [<xref ref-type="bibr" rid="B10">10</xref>], which decomposes a differential equation into simpler sub problems; the variational iteration method [<xref ref-type="bibr" rid="B11">11</xref>], which uses Lagrange multipliers to optimize solutions; and the homotopy perturbation method [<xref ref-type="bibr" rid="B12">12</xref>&#x2013;<xref ref-type="bibr" rid="B14">14</xref>,<xref ref-type="bibr" rid="B14">14</xref>,<xref ref-type="bibr" rid="B15">15</xref>,<xref ref-type="bibr" rid="B17">17</xref>&#x2013;<xref ref-type="bibr" rid="B19">19</xref>], which constructs a homotopy that gradually deforms the problem into a simpler one while adding a perturbation term to the solution. These methods have been applied to a wide range of problems in physics, engineering, various fields and have proven to be highly effective in providing accurate approximations to complex dynamical systems.</p>
<p>Ji Huan He, a mathematician from China proposed a novel semi-analytical method based on homotopy and perturbation techniques in 1999, which was named the homotopy perturbation method (HPM) [<xref ref-type="bibr" rid="B12">12</xref>]. He improved and extended the HPM to solve a wide range of problems. In 2004, He used the HPM to non-linear oscillators and asymptotic [<xref ref-type="bibr" rid="B13">13</xref>,<xref ref-type="bibr" rid="B14">14</xref>]. In 2005, the HPM was applied to solve non-linear wave equations and problems related to limit cycle and bifurcation of non-linear systems [<xref ref-type="bibr" rid="B15">15</xref>,<xref ref-type="bibr" rid="B16">16</xref>]. In 2008, He employed the HPM to solve boundary value problems [<xref ref-type="bibr" rid="B20">20</xref>]. In 2007, Javidi and Golbabai used a revised version of the HPM to solve non-linear Fredholm integral equations [<xref ref-type="bibr" rid="B21">21</xref>].Recently, HPM with small variations has been applied to study fractal duffing oscillator problems under arbitrary conditions [<xref ref-type="bibr" rid="B22">22</xref>], modified HPM for nonlinear oscillators Anjum and He [<xref ref-type="bibr" rid="B23">23</xref>], attachment oscillator arising in nanotechnology [<xref ref-type="bibr" rid="B24">24</xref>], conservative nonlinear oscillators [<xref ref-type="bibr" rid="B25">25</xref>], non-linear oscillator problems in a fractal space [<xref ref-type="bibr" rid="B26">26</xref>] and HPM including Aboodh transformation to solve fractional calculus Tao et al. [<xref ref-type="bibr" rid="B27">27</xref>], vibrating magnetic inverted pendulum Moatimid et al. [<xref ref-type="bibr" rid="B28">28</xref>], Symmetry-breaking and pull-down motion for the helmholtz&#x2013;duffing oscillator Niu et al. [<xref ref-type="bibr" rid="B29">29</xref>], nonlinear fractional Drinfeld&#x2013;Sokolov&#x2013;Wilson Equation Nadeem and Alsayaad [<xref ref-type="bibr" rid="B30">30</xref>], trajectory analysis of a zero-pitch-angle e-Sail Niccolai et al. [<xref ref-type="bibr" rid="B31">31</xref>], natural convection between two concentric horizontal circular cylinders Abdulameer and Ali Al-Saif [<xref ref-type="bibr" rid="B32">32</xref>], nonlocal initial-boundary value problems for parabolic and hyperbolic Al-Hayani and Younis [<xref ref-type="bibr" rid="B33">33</xref>], multi-step iterative methods for solving nonlinear equations Saeed et al. [<xref ref-type="bibr" rid="B34">34</xref>], telegraph equation Moazzzam et al. [<xref ref-type="bibr" rid="B35">35</xref>], triangular linear diophantine fuzzy system of equations Shams et al. [<xref ref-type="bibr" rid="B36">36</xref>], condensing coagulation model and Lifshitz-Slyzov equation Arora et al. [<xref ref-type="bibr" rid="B37">37</xref>], singular nonlinear system of boundary value problems Pathak et al. [<xref ref-type="bibr" rid="B38">38</xref>], rikitake-yype system Ene and Pop [<xref ref-type="bibr" rid="B39">39</xref>], heat and mass transfer with 2D unsteady squeezing viscous flow problem Abdul-Ameer and Ali Al-Saif [<xref ref-type="bibr" rid="B40">40</xref>], variable Speed Wind Turbine Control Shalbafian and Ganjefar [<xref ref-type="bibr" rid="B41">41</xref>], radial thrust problem Niccolai et al. [<xref ref-type="bibr" rid="B42">42</xref>], special third grade fluid flow with viscous dissipation effect over a stretching sheet Swain et al. [<xref ref-type="bibr" rid="B43">43</xref>], and the frequency&#x2013;amplitude relationship of a nonlinear oscillator with cubic and quintic nonlinearities He et al. [<xref ref-type="bibr" rid="B44">44</xref>]. The HPM has become a widely-used technique to solve a large variety of problems in different fields and many research papers have been published each year using this method as evidenced by a simple search on Google Scholar.</p>
<p>In this paper, we provide an approximate solution of model 1) by using the homotopy perturbation method. The interesting feature of HPM is that it provides the best approximate solution by taking a few numbers of perturbation terms.</p>
</sec>
<sec id="s2">
<title>2 Homotopy perturbation method</title>
<p>Consider a non-linear differential equation<disp-formula id="e2">
<mml:math id="m6">
<mml:mi>D</mml:mi>
<mml:mfenced open="(" close=")">
<mml:mrow>
<mml:mi>&#x3bc;</mml:mi>
</mml:mrow>
</mml:mfenced>
<mml:mo>&#x2212;</mml:mo>
<mml:mi>g</mml:mi>
<mml:mfenced open="(" close=")">
<mml:mrow>
<mml:mi>&#x3c4;</mml:mi>
</mml:mrow>
</mml:mfenced>
<mml:mo>&#x3d;</mml:mo>
<mml:mn>0</mml:mn>
<mml:mo>,</mml:mo>
<mml:mspace width="0.3333em" class="nbsp"/>
<mml:mi>&#x3c4;</mml:mi>
<mml:mo>&#x2208;</mml:mo>
<mml:mi mathvariant="normal">&#x2127;</mml:mi>
</mml:math>
<label>(2)</label>
</disp-formula>subject to the boundary condition<disp-formula id="e3">
<mml:math id="m7">
<mml:mi>&#x3b2;</mml:mi>
<mml:mfenced open="(" close=")">
<mml:mrow>
<mml:mi>&#x3bc;</mml:mi>
<mml:mo>,</mml:mo>
<mml:mfrac>
<mml:mrow>
<mml:mi>&#x2202;</mml:mi>
<mml:mi>&#x3bc;</mml:mi>
</mml:mrow>
<mml:mrow>
<mml:mi>&#x2202;</mml:mi>
<mml:mi>&#x3c4;</mml:mi>
</mml:mrow>
</mml:mfrac>
</mml:mrow>
</mml:mfenced>
<mml:mo>&#x3d;</mml:mo>
<mml:mn>0</mml:mn>
<mml:mo>,</mml:mo>
<mml:mspace width="0.3333em" class="nbsp"/>
<mml:mi>&#x3c4;</mml:mi>
<mml:mo>&#x2208;</mml:mo>
<mml:mi mathvariant="normal">&#x393;</mml:mi>
</mml:math>
<label>(3)</label>
</disp-formula>where <italic>D</italic> is a differential operator, <italic>&#x3b2;</italic> is boundary operator, &#x393; is the boundary of the domain <italic>&#x2127;</italic> and <italic>g</italic>(<italic>&#x3c4;</italic>) is an unknown function. The <italic>D</italic>, generally consist on two parts, linear and non-linear part, represented as <italic>L</italic> and <italic>N</italic> respectively. Therefore, 2) can be written as follows<disp-formula id="e4">
<mml:math id="m8">
<mml:mi>L</mml:mi>
<mml:mfenced open="(" close=")">
<mml:mrow>
<mml:mi>&#x3bc;</mml:mi>
</mml:mrow>
</mml:mfenced>
<mml:mo>&#x2b;</mml:mo>
<mml:mi>N</mml:mi>
<mml:mfenced open="(" close=")">
<mml:mrow>
<mml:mi>&#x3bc;</mml:mi>
</mml:mrow>
</mml:mfenced>
<mml:mo>&#x2212;</mml:mo>
<mml:mi>g</mml:mi>
<mml:mfenced open="(" close=")">
<mml:mrow>
<mml:mi>&#x3c4;</mml:mi>
</mml:mrow>
</mml:mfenced>
<mml:mo>&#x3d;</mml:mo>
<mml:mn>0</mml:mn>
<mml:mo>,</mml:mo>
</mml:math>
<label>(4)</label>
</disp-formula>using homotopy method, by taking an embedding parameter <italic>q</italic> one can construct a homotopy <italic>v</italic> (<italic>&#x3c4;</italic>, <italic>q</italic>): &#x2127; &#xd7; [0, 1] &#x2192; <italic>R</italic> for Eq. <xref ref-type="disp-formula" rid="e4">4</xref> which satisfies<disp-formula id="e5">
<mml:math id="m9">
<mml:mi>H</mml:mi>
<mml:mfenced open="(" close=")">
<mml:mrow>
<mml:mi>w</mml:mi>
<mml:mo>,</mml:mo>
<mml:mi>q</mml:mi>
</mml:mrow>
</mml:mfenced>
<mml:mo>&#x3d;</mml:mo>
<mml:mfenced open="(" close=")">
<mml:mrow>
<mml:mn>1</mml:mn>
<mml:mo>&#x2212;</mml:mo>
<mml:mi>q</mml:mi>
</mml:mrow>
</mml:mfenced>
<mml:mfenced open="[" close="]">
<mml:mrow>
<mml:mi>L</mml:mi>
<mml:mfenced open="(" close=")">
<mml:mrow>
<mml:mi>w</mml:mi>
</mml:mrow>
</mml:mfenced>
<mml:mo>&#x2212;</mml:mo>
<mml:mi>L</mml:mi>
<mml:mfenced open="(" close=")">
<mml:mrow>
<mml:msub>
<mml:mrow>
<mml:mi>&#x3bc;</mml:mi>
</mml:mrow>
<mml:mrow>
<mml:mn>0</mml:mn>
</mml:mrow>
</mml:msub>
</mml:mrow>
</mml:mfenced>
</mml:mrow>
</mml:mfenced>
<mml:mo>&#x2b;</mml:mo>
<mml:mi>q</mml:mi>
<mml:mfenced open="[" close="]">
<mml:mrow>
<mml:mi>L</mml:mi>
<mml:mfenced open="(" close=")">
<mml:mrow>
<mml:mi>w</mml:mi>
</mml:mrow>
</mml:mfenced>
<mml:mo>&#x2b;</mml:mo>
<mml:mi>N</mml:mi>
<mml:mfenced open="(" close=")">
<mml:mrow>
<mml:mi>w</mml:mi>
</mml:mrow>
</mml:mfenced>
<mml:mo>&#x2212;</mml:mo>
<mml:mi>g</mml:mi>
<mml:mfenced open="(" close=")">
<mml:mrow>
<mml:mi>&#x3c4;</mml:mi>
</mml:mrow>
</mml:mfenced>
</mml:mrow>
</mml:mfenced>
<mml:mo>&#x3d;</mml:mo>
<mml:mn>0</mml:mn>
<mml:mo>,</mml:mo>
</mml:math>
<label>(5)</label>
</disp-formula>
</p>
<p>and it is equivalent to<disp-formula id="e6">
<mml:math id="m10">
<mml:mi>H</mml:mi>
<mml:mfenced open="(" close=")">
<mml:mrow>
<mml:mi>w</mml:mi>
<mml:mo>,</mml:mo>
<mml:mi>q</mml:mi>
</mml:mrow>
</mml:mfenced>
<mml:mo>&#x3d;</mml:mo>
<mml:mi>L</mml:mi>
<mml:mfenced open="(" close=")">
<mml:mrow>
<mml:mi>w</mml:mi>
</mml:mrow>
</mml:mfenced>
<mml:mo>&#x2212;</mml:mo>
<mml:mi>L</mml:mi>
<mml:mfenced open="(" close=")">
<mml:mrow>
<mml:msub>
<mml:mrow>
<mml:mi>&#x3bc;</mml:mi>
</mml:mrow>
<mml:mrow>
<mml:mn>0</mml:mn>
</mml:mrow>
</mml:msub>
</mml:mrow>
</mml:mfenced>
<mml:mo>&#x2b;</mml:mo>
<mml:mi>q</mml:mi>
<mml:mi>L</mml:mi>
<mml:mfenced open="(" close=")">
<mml:mrow>
<mml:msub>
<mml:mrow>
<mml:mi>&#x3bc;</mml:mi>
</mml:mrow>
<mml:mrow>
<mml:mn>0</mml:mn>
</mml:mrow>
</mml:msub>
</mml:mrow>
</mml:mfenced>
<mml:mo>&#x2b;</mml:mo>
<mml:mi>q</mml:mi>
<mml:mfenced open="[" close="]">
<mml:mrow>
<mml:mi>N</mml:mi>
<mml:mfenced open="(" close=")">
<mml:mrow>
<mml:mi>w</mml:mi>
</mml:mrow>
</mml:mfenced>
<mml:mo>&#x2212;</mml:mo>
<mml:mi>g</mml:mi>
<mml:mfenced open="(" close=")">
<mml:mrow>
<mml:mi>&#x3c4;</mml:mi>
</mml:mrow>
</mml:mfenced>
</mml:mrow>
</mml:mfenced>
<mml:mo>&#x3d;</mml:mo>
<mml:mn>0</mml:mn>
<mml:mo>,</mml:mo>
</mml:math>
<label>(6)</label>
</disp-formula>
</p>
<p>where <italic>q</italic> &#x2208; [0, 1] is an embedding parameter, <italic>&#x3bc;</italic>
<sub>0</sub> is an initial guess approximation of Eq. <xref ref-type="disp-formula" rid="e6">6</xref> which satisfies the initial (or boundary) conditions. It can be written as follows.<disp-formula id="e7">
<mml:math id="m11">
<mml:mi>q</mml:mi>
<mml:mo>&#x3d;</mml:mo>
<mml:mn>0</mml:mn>
<mml:mo>,</mml:mo>
<mml:mtext>&#x2009;&#x2009;&#x2009;&#x2009;&#x2009;&#x2009;&#x2009;&#x2009;&#x2009;</mml:mtext>
<mml:mi>H</mml:mi>
<mml:mfenced open="(" close=")">
<mml:mrow>
<mml:mi>w</mml:mi>
<mml:mo>,</mml:mo>
<mml:mn>0</mml:mn>
</mml:mrow>
</mml:mfenced>
<mml:mo>&#x3d;</mml:mo>
<mml:mi>L</mml:mi>
<mml:mfenced open="(" close=")">
<mml:mrow>
<mml:mi>w</mml:mi>
</mml:mrow>
</mml:mfenced>
<mml:mo>&#x2212;</mml:mo>
<mml:mi>L</mml:mi>
<mml:mfenced open="(" close=")">
<mml:mrow>
<mml:msub>
<mml:mrow>
<mml:mi>&#x3bc;</mml:mi>
</mml:mrow>
<mml:mrow>
<mml:mn>0</mml:mn>
</mml:mrow>
</mml:msub>
</mml:mrow>
</mml:mfenced>
<mml:mo>,</mml:mo>
</mml:math>
<label>(7)</label>
</disp-formula>
<disp-formula id="e8">
<mml:math id="m12">
<mml:mi>q</mml:mi>
<mml:mo>&#x3d;</mml:mo>
<mml:mn>1</mml:mn>
<mml:mo>,</mml:mo>
<mml:mtext>&#x2009;&#x2009;&#x2009;&#x2009;&#x2009;&#x2009;&#x2009;&#x2009;&#x2009;</mml:mtext>
<mml:mi>H</mml:mi>
<mml:mfenced open="(" close=")">
<mml:mrow>
<mml:mi>w</mml:mi>
<mml:mo>,</mml:mo>
<mml:mn>1</mml:mn>
</mml:mrow>
</mml:mfenced>
<mml:mo>&#x3d;</mml:mo>
<mml:mi>L</mml:mi>
<mml:mfenced open="(" close=")">
<mml:mrow>
<mml:mi>w</mml:mi>
</mml:mrow>
</mml:mfenced>
<mml:mo>&#x2b;</mml:mo>
<mml:mi>N</mml:mi>
<mml:mfenced open="(" close=")">
<mml:mrow>
<mml:mi>w</mml:mi>
</mml:mrow>
</mml:mfenced>
<mml:mo>&#x2212;</mml:mo>
<mml:mi>g</mml:mi>
<mml:mfenced open="(" close=")">
<mml:mrow>
<mml:mi>&#x3c4;</mml:mi>
</mml:mrow>
</mml:mfenced>
<mml:mo>.</mml:mo>
</mml:math>
<label>(8)</label>
</disp-formula>
</p>
<p>We suppose the solution in the form of power series for Eq. <xref ref-type="disp-formula" rid="e5">5</xref> by taking an embedding parameter <italic>q</italic> <disp-formula id="e9">
<mml:math id="m13">
<mml:mi>w</mml:mi>
<mml:mo>&#x3d;</mml:mo>
<mml:msub>
<mml:mrow>
<mml:mi>w</mml:mi>
</mml:mrow>
<mml:mrow>
<mml:mn>0</mml:mn>
</mml:mrow>
</mml:msub>
<mml:mo>&#x2b;</mml:mo>
<mml:mi>q</mml:mi>
<mml:msub>
<mml:mrow>
<mml:mi>w</mml:mi>
</mml:mrow>
<mml:mrow>
<mml:mn>1</mml:mn>
</mml:mrow>
</mml:msub>
<mml:mo>&#x2b;</mml:mo>
<mml:msup>
<mml:mrow>
<mml:mi>q</mml:mi>
</mml:mrow>
<mml:mrow>
<mml:mn>2</mml:mn>
</mml:mrow>
</mml:msup>
<mml:msub>
<mml:mrow>
<mml:mi>w</mml:mi>
</mml:mrow>
<mml:mrow>
<mml:mn>2</mml:mn>
</mml:mrow>
</mml:msub>
<mml:mo>&#x2b;</mml:mo>
<mml:msup>
<mml:mrow>
<mml:mi>q</mml:mi>
</mml:mrow>
<mml:mrow>
<mml:mn>3</mml:mn>
</mml:mrow>
</mml:msup>
<mml:msub>
<mml:mrow>
<mml:mi>w</mml:mi>
</mml:mrow>
<mml:mrow>
<mml:mn>3</mml:mn>
</mml:mrow>
</mml:msub>
<mml:mo>&#x2b;</mml:mo>
<mml:mo>&#x22ef;</mml:mo>
</mml:math>
<label>(9)</label>
</disp-formula>
</p>
<p>The approximate solution of Eq. <xref ref-type="disp-formula" rid="e2">2</xref> can be obtained by setting <italic>q</italic> &#x3d; 1,<disp-formula id="e10">
<mml:math id="m14">
<mml:mi>&#x3bc;</mml:mi>
<mml:mo>&#x3d;</mml:mo>
<mml:mspace width="0.3333em" class="nbsp"/>
<mml:munder>
<mml:mrow>
<mml:mi>lim</mml:mi>
</mml:mrow>
<mml:mrow>
<mml:mi>q</mml:mi>
<mml:mo>&#x2192;</mml:mo>
<mml:mn>1</mml:mn>
</mml:mrow>
</mml:munder>
<mml:mspace width="0.3333em" class="nbsp"/>
<mml:mi>w</mml:mi>
<mml:mo>&#x3d;</mml:mo>
<mml:msub>
<mml:mrow>
<mml:mi>w</mml:mi>
</mml:mrow>
<mml:mrow>
<mml:mn>0</mml:mn>
</mml:mrow>
</mml:msub>
<mml:mo>&#x2b;</mml:mo>
<mml:msub>
<mml:mrow>
<mml:mi>w</mml:mi>
</mml:mrow>
<mml:mrow>
<mml:mn>1</mml:mn>
</mml:mrow>
</mml:msub>
<mml:mo>&#x2b;</mml:mo>
<mml:msub>
<mml:mrow>
<mml:mi>w</mml:mi>
</mml:mrow>
<mml:mrow>
<mml:mn>2</mml:mn>
</mml:mrow>
</mml:msub>
<mml:mo>&#x2b;</mml:mo>
<mml:msub>
<mml:mrow>
<mml:mi>w</mml:mi>
</mml:mrow>
<mml:mrow>
<mml:mn>3</mml:mn>
</mml:mrow>
</mml:msub>
<mml:mo>&#x2b;</mml:mo>
<mml:mo>&#x22ef;</mml:mo>
</mml:math>
<label>(10)</label>
</disp-formula>
</p>
<p>The convergence of (Eq. <xref ref-type="disp-formula" rid="e10">10</xref>) has been proved in [<xref ref-type="bibr" rid="B12">12</xref>]. The series is convergent for most cases, however, the convergent rate depends upon the nonlinear operator <italic>N</italic>(<italic>w</italic>). Furthermore He suggested the following conditions.<list list-type="simple">
<list-item>
<p>1. The second derivative of nonlinear operator <italic>N</italic>(<italic>w</italic>) with respect to <italic>w</italic> must be small, because the parameter <italic>q</italic> may be relatively large, i.e., <italic>q</italic> &#x2192; 1.</p>
</list-item>
<list-item>
<p>2. The norm of <inline-formula id="inf5">
<mml:math id="m15">
<mml:mo stretchy="false">&#x2016;</mml:mo>
<mml:msup>
<mml:mrow>
<mml:mi>L</mml:mi>
</mml:mrow>
<mml:mrow>
<mml:mn>1</mml:mn>
</mml:mrow>
</mml:msup>
<mml:mrow>
<mml:mo stretchy="false">(</mml:mo>
<mml:mrow>
<mml:mfrac>
<mml:mrow>
<mml:mi>&#x2202;</mml:mi>
<mml:mi>N</mml:mi>
</mml:mrow>
<mml:mrow>
<mml:mi>&#x2202;</mml:mi>
<mml:mi>w</mml:mi>
</mml:mrow>
</mml:mfrac>
</mml:mrow>
<mml:mo stretchy="false">)</mml:mo>
</mml:mrow>
<mml:mo stretchy="false">&#x2016;</mml:mo>
</mml:math>
</inline-formula> must be smaller than one, in order that the series converges.</p>
</list-item>
</list>
</p>
</sec>
<sec id="s3">
<title>3 Application of HPM</title>
<p>Now we apply HPM on our model, Eq. <xref ref-type="disp-formula" rid="e1">1</xref> of depletion of forest resources (non-linear system of differential equations) as<disp-formula id="e11">
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<label>(11)</label>
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<p>The initial guesses for (11) are constant as defined in [<xref ref-type="bibr" rid="B7">7</xref>].<disp-formula id="e12">
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<p>and we assume the solution of <xref ref-type="disp-formula" rid="e11">(11)</xref> as,<disp-formula id="e13">
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<p>by substituting Eq. <xref ref-type="disp-formula" rid="e13">13</xref> in Eq. <xref ref-type="disp-formula" rid="e11">11</xref> and collecting the terms of powers of <italic>q</italic>, we obtain<disp-formula id="e14">
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<mml:mn>2</mml:mn>
</mml:mrow>
</mml:msub>
<mml:mo>,</mml:mo>
</mml:mtd>
</mml:mtr>
<mml:mtr>
<mml:mtd columnalign="center">
<mml:msubsup>
<mml:mrow>
<mml:mi>w</mml:mi>
</mml:mrow>
<mml:mrow>
<mml:mn>0</mml:mn>
</mml:mrow>
<mml:mrow>
<mml:mo>&#x2032;</mml:mo>
</mml:mrow>
</mml:msubsup>
<mml:mo>&#x3d;</mml:mo>
<mml:mn>0</mml:mn>
<mml:mo>,</mml:mo>
<mml:mtext>&#x2009;&#x2009;</mml:mtext>
<mml:msub>
<mml:mrow>
<mml:mi>w</mml:mi>
</mml:mrow>
<mml:mrow>
<mml:mn>0</mml:mn>
</mml:mrow>
</mml:msub>
<mml:mfenced open="(" close=")">
<mml:mrow>
<mml:mn>0</mml:mn>
</mml:mrow>
</mml:mfenced>
<mml:mo>&#x3d;</mml:mo>
<mml:msub>
<mml:mrow>
<mml:mi>n</mml:mi>
</mml:mrow>
<mml:mrow>
<mml:mn>3</mml:mn>
</mml:mrow>
</mml:msub>
<mml:mo>.</mml:mo>
</mml:mtd>
</mml:mtr>
</mml:mtable>
</mml:mrow>
</mml:mfenced>
</mml:math>
<label>(14)</label>
</disp-formula>
<disp-formula id="e15">
<mml:math id="m20">
<mml:msup>
<mml:mrow>
<mml:mi>q</mml:mi>
</mml:mrow>
<mml:mrow>
<mml:mn>1</mml:mn>
</mml:mrow>
</mml:msup>
<mml:mo>:</mml:mo>
<mml:mfenced open="{" close="">
<mml:mrow>
<mml:mtable class="array">
<mml:mtr>
<mml:mtd columnalign="center">
<mml:msubsup>
<mml:mrow>
<mml:mi>u</mml:mi>
</mml:mrow>
<mml:mrow>
<mml:mn>1</mml:mn>
</mml:mrow>
<mml:mrow>
<mml:mo>&#x2032;</mml:mo>
</mml:mrow>
</mml:msubsup>
<mml:mo>&#x2b;</mml:mo>
<mml:msub>
<mml:mrow>
<mml:mi>u</mml:mi>
</mml:mrow>
<mml:mrow>
<mml:mn>0</mml:mn>
</mml:mrow>
</mml:msub>
<mml:mfenced open="(" close=")">
<mml:mrow>
<mml:mi>&#x3b1;</mml:mi>
<mml:msub>
<mml:mrow>
<mml:mi>v</mml:mi>
</mml:mrow>
<mml:mrow>
<mml:mn>0</mml:mn>
</mml:mrow>
</mml:msub>
<mml:mo>&#x2212;</mml:mo>
<mml:mi>s</mml:mi>
</mml:mrow>
</mml:mfenced>
<mml:mo>&#x2b;</mml:mo>
<mml:msubsup>
<mml:mrow>
<mml:mi>u</mml:mi>
</mml:mrow>
<mml:mrow>
<mml:mn>0</mml:mn>
</mml:mrow>
<mml:mrow>
<mml:mn>2</mml:mn>
</mml:mrow>
</mml:msubsup>
<mml:mfenced open="(" close=")">
<mml:mrow>
<mml:mi>h</mml:mi>
<mml:mo>&#x2b;</mml:mo>
<mml:msub>
<mml:mrow>
<mml:mi>&#x3bb;</mml:mi>
</mml:mrow>
<mml:mrow>
<mml:mn>2</mml:mn>
</mml:mrow>
</mml:msub>
<mml:msub>
<mml:mrow>
<mml:mi>w</mml:mi>
</mml:mrow>
<mml:mrow>
<mml:mn>0</mml:mn>
</mml:mrow>
</mml:msub>
</mml:mrow>
</mml:mfenced>
<mml:mo>&#x3d;</mml:mo>
<mml:mn>0</mml:mn>
<mml:mo>,</mml:mo>
<mml:mtext>&#x2009;&#x2009;&#x2009;</mml:mtext>
<mml:msub>
<mml:mrow>
<mml:mi>u</mml:mi>
</mml:mrow>
<mml:mrow>
<mml:mn>1</mml:mn>
</mml:mrow>
</mml:msub>
<mml:mfenced open="(" close=")">
<mml:mrow>
<mml:mn>0</mml:mn>
</mml:mrow>
</mml:mfenced>
<mml:mo>&#x3d;</mml:mo>
<mml:mn>0</mml:mn>
<mml:mo>,</mml:mo>
</mml:mtd>
</mml:mtr>
<mml:mtr>
<mml:mtd columnalign="center">
<mml:msubsup>
<mml:mrow>
<mml:mi>v</mml:mi>
</mml:mrow>
<mml:mrow>
<mml:mn>1</mml:mn>
</mml:mrow>
<mml:mrow>
<mml:mo>&#x2032;</mml:mo>
</mml:mrow>
</mml:msubsup>
<mml:mo>&#x2212;</mml:mo>
<mml:mfenced open="(" close=")">
<mml:mrow>
<mml:mi>r</mml:mi>
<mml:mo>&#x2b;</mml:mo>
<mml:mi>&#x3b1;</mml:mi>
<mml:mi>&#x3c0;</mml:mi>
<mml:msub>
<mml:mrow>
<mml:mi>u</mml:mi>
</mml:mrow>
<mml:mrow>
<mml:mn>0</mml:mn>
</mml:mrow>
</mml:msub>
</mml:mrow>
</mml:mfenced>
<mml:msub>
<mml:mrow>
<mml:mi>v</mml:mi>
</mml:mrow>
<mml:mrow>
<mml:mn>0</mml:mn>
</mml:mrow>
</mml:msub>
<mml:mo>&#x2b;</mml:mo>
<mml:mi>j</mml:mi>
<mml:msubsup>
<mml:mrow>
<mml:mi>v</mml:mi>
</mml:mrow>
<mml:mrow>
<mml:mn>0</mml:mn>
</mml:mrow>
<mml:mrow>
<mml:mn>2</mml:mn>
</mml:mrow>
</mml:msubsup>
<mml:mo>&#x3d;</mml:mo>
<mml:mn>0</mml:mn>
<mml:mo>,</mml:mo>
<mml:mtext>&#x2009;&#x2009;</mml:mtext>
<mml:msub>
<mml:mrow>
<mml:mi>v</mml:mi>
</mml:mrow>
<mml:mrow>
<mml:mn>1</mml:mn>
</mml:mrow>
</mml:msub>
<mml:mfenced open="(" close=")">
<mml:mrow>
<mml:mn>0</mml:mn>
</mml:mrow>
</mml:mfenced>
<mml:mo>&#x3d;</mml:mo>
<mml:mn>0</mml:mn>
<mml:mo>,</mml:mo>
</mml:mtd>
</mml:mtr>
<mml:mtr>
<mml:mtd columnalign="center">
<mml:msubsup>
<mml:mrow>
<mml:mi>w</mml:mi>
</mml:mrow>
<mml:mrow>
<mml:mn>1</mml:mn>
</mml:mrow>
<mml:mrow>
<mml:mo>&#x2032;</mml:mo>
</mml:mrow>
</mml:msubsup>
<mml:mo>&#x2212;</mml:mo>
<mml:mi>&#x3bb;</mml:mi>
<mml:msub>
<mml:mrow>
<mml:mi>v</mml:mi>
</mml:mrow>
<mml:mrow>
<mml:mn>0</mml:mn>
</mml:mrow>
</mml:msub>
<mml:mo>&#x2b;</mml:mo>
<mml:msub>
<mml:mrow>
<mml:mi>&#x3bb;</mml:mi>
</mml:mrow>
<mml:mrow>
<mml:mn>0</mml:mn>
</mml:mrow>
</mml:msub>
<mml:msub>
<mml:mrow>
<mml:mi>w</mml:mi>
</mml:mrow>
<mml:mrow>
<mml:mn>0</mml:mn>
</mml:mrow>
</mml:msub>
<mml:mo>&#x3d;</mml:mo>
<mml:mn>0</mml:mn>
<mml:mo>,</mml:mo>
<mml:mtext>&#x2009;&#x2009;</mml:mtext>
<mml:msub>
<mml:mrow>
<mml:mi>w</mml:mi>
</mml:mrow>
<mml:mrow>
<mml:mn>1</mml:mn>
</mml:mrow>
</mml:msub>
<mml:mfenced open="(" close=")">
<mml:mrow>
<mml:mn>0</mml:mn>
</mml:mrow>
</mml:mfenced>
<mml:mo>&#x3d;</mml:mo>
<mml:mn>0</mml:mn>
<mml:mo>.</mml:mo>
</mml:mtd>
</mml:mtr>
</mml:mtable>
</mml:mrow>
</mml:mfenced>
</mml:math>
<label>(15)</label>
</disp-formula>
<disp-formula id="e16">
<mml:math id="m21">
<mml:msup>
<mml:mrow>
<mml:mi>q</mml:mi>
</mml:mrow>
<mml:mrow>
<mml:mn>2</mml:mn>
</mml:mrow>
</mml:msup>
<mml:mo>:</mml:mo>
<mml:mfenced open="{" close="">
<mml:mrow>
<mml:mtable class="array">
<mml:mtr>
<mml:mtd columnalign="center">
<mml:msubsup>
<mml:mrow>
<mml:mi>u</mml:mi>
</mml:mrow>
<mml:mrow>
<mml:mn>2</mml:mn>
</mml:mrow>
<mml:mrow>
<mml:mo>&#x2032;</mml:mo>
</mml:mrow>
</mml:msubsup>
<mml:mo>&#x2b;</mml:mo>
<mml:mi>&#x3b1;</mml:mi>
<mml:msub>
<mml:mrow>
<mml:mi>u</mml:mi>
</mml:mrow>
<mml:mrow>
<mml:mn>0</mml:mn>
</mml:mrow>
</mml:msub>
<mml:msub>
<mml:mrow>
<mml:mi>v</mml:mi>
</mml:mrow>
<mml:mrow>
<mml:mn>1</mml:mn>
</mml:mrow>
</mml:msub>
<mml:mo>&#x2b;</mml:mo>
<mml:msub>
<mml:mrow>
<mml:mi>u</mml:mi>
</mml:mrow>
<mml:mrow>
<mml:mn>1</mml:mn>
</mml:mrow>
</mml:msub>
<mml:mfenced open="(" close=")">
<mml:mrow>
<mml:mi>&#x3b1;</mml:mi>
<mml:msub>
<mml:mrow>
<mml:mi>v</mml:mi>
</mml:mrow>
<mml:mrow>
<mml:mn>0</mml:mn>
</mml:mrow>
</mml:msub>
<mml:mo>&#x2b;</mml:mo>
<mml:mn>2</mml:mn>
<mml:msub>
<mml:mrow>
<mml:mi>u</mml:mi>
</mml:mrow>
<mml:mrow>
<mml:mn>0</mml:mn>
</mml:mrow>
</mml:msub>
<mml:mfenced open="(" close=")">
<mml:mrow>
<mml:mi>h</mml:mi>
<mml:mo>&#x2b;</mml:mo>
<mml:msub>
<mml:mrow>
<mml:mi>&#x3bb;</mml:mi>
</mml:mrow>
<mml:mrow>
<mml:mn>2</mml:mn>
</mml:mrow>
</mml:msub>
<mml:msub>
<mml:mrow>
<mml:mi>w</mml:mi>
</mml:mrow>
<mml:mrow>
<mml:mn>0</mml:mn>
</mml:mrow>
</mml:msub>
</mml:mrow>
</mml:mfenced>
<mml:mo>&#x2212;</mml:mo>
<mml:mi>s</mml:mi>
</mml:mrow>
</mml:mfenced>
<mml:mo>&#x2b;</mml:mo>
<mml:msub>
<mml:mrow>
<mml:mi>&#x3bb;</mml:mi>
</mml:mrow>
<mml:mrow>
<mml:mn>2</mml:mn>
</mml:mrow>
</mml:msub>
<mml:msubsup>
<mml:mrow>
<mml:mi>u</mml:mi>
</mml:mrow>
<mml:mrow>
<mml:mn>0</mml:mn>
</mml:mrow>
<mml:mrow>
<mml:mn>2</mml:mn>
</mml:mrow>
</mml:msubsup>
<mml:msub>
<mml:mrow>
<mml:mi>w</mml:mi>
</mml:mrow>
<mml:mrow>
<mml:mn>1</mml:mn>
</mml:mrow>
</mml:msub>
<mml:mspace width="0.3333em" class="nbsp"/>
<mml:mo>,</mml:mo>
<mml:mtext>&#x2009;&#x2009;</mml:mtext>
<mml:msub>
<mml:mrow>
<mml:mi>u</mml:mi>
</mml:mrow>
<mml:mrow>
<mml:mn>2</mml:mn>
</mml:mrow>
</mml:msub>
<mml:mfenced open="(" close=")">
<mml:mrow>
<mml:mn>0</mml:mn>
</mml:mrow>
</mml:mfenced>
<mml:mo>&#x3d;</mml:mo>
<mml:mn>0</mml:mn>
<mml:mo>,</mml:mo>
</mml:mtd>
</mml:mtr>
<mml:mtr>
<mml:mtd columnalign="center">
<mml:msubsup>
<mml:mrow>
<mml:mi>v</mml:mi>
</mml:mrow>
<mml:mrow>
<mml:mn>2</mml:mn>
</mml:mrow>
<mml:mrow>
<mml:mo>&#x2032;</mml:mo>
</mml:mrow>
</mml:msubsup>
<mml:mo>&#x2212;</mml:mo>
<mml:mi>&#x3b1;</mml:mi>
<mml:mi>&#x3c0;</mml:mi>
<mml:msub>
<mml:mrow>
<mml:mi>u</mml:mi>
</mml:mrow>
<mml:mrow>
<mml:mn>1</mml:mn>
</mml:mrow>
</mml:msub>
<mml:msub>
<mml:mrow>
<mml:mi>w</mml:mi>
</mml:mrow>
<mml:mrow>
<mml:mn>0</mml:mn>
</mml:mrow>
</mml:msub>
<mml:mo>&#x2212;</mml:mo>
<mml:mfenced open="(" close=")">
<mml:mrow>
<mml:mi>r</mml:mi>
<mml:mo>&#x2b;</mml:mo>
<mml:mi>&#x3b1;</mml:mi>
<mml:mi>&#x3c0;</mml:mi>
<mml:msub>
<mml:mrow>
<mml:mi>u</mml:mi>
</mml:mrow>
<mml:mrow>
<mml:mn>0</mml:mn>
</mml:mrow>
</mml:msub>
<mml:mo>&#x2212;</mml:mo>
<mml:mn>2</mml:mn>
<mml:mi>j</mml:mi>
<mml:msub>
<mml:mrow>
<mml:mi>v</mml:mi>
</mml:mrow>
<mml:mrow>
<mml:mn>0</mml:mn>
</mml:mrow>
</mml:msub>
</mml:mrow>
</mml:mfenced>
<mml:msub>
<mml:mrow>
<mml:mi>v</mml:mi>
</mml:mrow>
<mml:mrow>
<mml:mn>1</mml:mn>
</mml:mrow>
</mml:msub>
<mml:mo>&#x3d;</mml:mo>
<mml:mn>0</mml:mn>
<mml:mo>,</mml:mo>
<mml:mtext>&#x2009;&#x2009;</mml:mtext>
<mml:msub>
<mml:mrow>
<mml:mi>v</mml:mi>
</mml:mrow>
<mml:mrow>
<mml:mn>2</mml:mn>
</mml:mrow>
</mml:msub>
<mml:mfenced open="(" close=")">
<mml:mrow>
<mml:mn>0</mml:mn>
</mml:mrow>
</mml:mfenced>
<mml:mo>&#x3d;</mml:mo>
<mml:mn>0</mml:mn>
<mml:mo>,</mml:mo>
</mml:mtd>
</mml:mtr>
<mml:mtr>
<mml:mtd columnalign="center">
<mml:msubsup>
<mml:mrow>
<mml:mi>w</mml:mi>
</mml:mrow>
<mml:mrow>
<mml:mn>2</mml:mn>
</mml:mrow>
<mml:mrow>
<mml:mo>&#x2032;</mml:mo>
</mml:mrow>
</mml:msubsup>
<mml:mo>&#x2212;</mml:mo>
<mml:mi>&#x3bb;</mml:mi>
<mml:msub>
<mml:mrow>
<mml:mi>v</mml:mi>
</mml:mrow>
<mml:mrow>
<mml:mn>1</mml:mn>
</mml:mrow>
</mml:msub>
<mml:mo>&#x2b;</mml:mo>
<mml:msub>
<mml:mrow>
<mml:mi>&#x3bb;</mml:mi>
</mml:mrow>
<mml:mrow>
<mml:mn>0</mml:mn>
</mml:mrow>
</mml:msub>
<mml:msub>
<mml:mrow>
<mml:mi>w</mml:mi>
</mml:mrow>
<mml:mrow>
<mml:mn>1</mml:mn>
</mml:mrow>
</mml:msub>
<mml:mo>&#x3d;</mml:mo>
<mml:mn>0</mml:mn>
<mml:mo>,</mml:mo>
<mml:mtext>&#x2009;&#x2009;</mml:mtext>
<mml:msub>
<mml:mrow>
<mml:mi>w</mml:mi>
</mml:mrow>
<mml:mrow>
<mml:mn>2</mml:mn>
</mml:mrow>
</mml:msub>
<mml:mfenced open="(" close=")">
<mml:mrow>
<mml:mn>0</mml:mn>
</mml:mrow>
</mml:mfenced>
<mml:mo>&#x3d;</mml:mo>
<mml:mn>0</mml:mn>
<mml:mo>,</mml:mo>
</mml:mtd>
</mml:mtr>
</mml:mtable>
</mml:mrow>
</mml:mfenced>
</mml:math>
<label>(16)</label>
</disp-formula>
<disp-formula id="e17">
<mml:math id="m22">
<mml:msup>
<mml:mrow>
<mml:mi>q</mml:mi>
</mml:mrow>
<mml:mrow>
<mml:mn>3</mml:mn>
</mml:mrow>
</mml:msup>
<mml:mo>:</mml:mo>
<mml:mfenced open="{" close="">
<mml:mrow>
<mml:mtable class="array">
<mml:mtr>
<mml:mtd columnalign="center">
<mml:mtable class="array">
<mml:mtr>
<mml:mtd columnalign="center">
<mml:msubsup>
<mml:mrow>
<mml:mi>u</mml:mi>
</mml:mrow>
<mml:mrow>
<mml:mn>3</mml:mn>
</mml:mrow>
<mml:mrow>
<mml:mo>&#x2032;</mml:mo>
</mml:mrow>
</mml:msubsup>
<mml:mo>&#x2b;</mml:mo>
<mml:mi>&#x3b1;</mml:mi>
<mml:msub>
<mml:mrow>
<mml:mi>u</mml:mi>
</mml:mrow>
<mml:mrow>
<mml:mn>0</mml:mn>
</mml:mrow>
</mml:msub>
<mml:msub>
<mml:mrow>
<mml:mi>v</mml:mi>
</mml:mrow>
<mml:mrow>
<mml:mn>2</mml:mn>
</mml:mrow>
</mml:msub>
<mml:mo>&#x2b;</mml:mo>
<mml:msubsup>
<mml:mrow>
<mml:mi>u</mml:mi>
</mml:mrow>
<mml:mrow>
<mml:mn>1</mml:mn>
</mml:mrow>
<mml:mrow>
<mml:mn>2</mml:mn>
</mml:mrow>
</mml:msubsup>
<mml:mfenced open="(" close=")">
<mml:mrow>
<mml:mi>h</mml:mi>
<mml:mo>&#x2b;</mml:mo>
<mml:msub>
<mml:mrow>
<mml:mi>&#x3bb;</mml:mi>
</mml:mrow>
<mml:mrow>
<mml:mn>2</mml:mn>
</mml:mrow>
</mml:msub>
<mml:msub>
<mml:mrow>
<mml:mi>w</mml:mi>
</mml:mrow>
<mml:mrow>
<mml:mn>0</mml:mn>
</mml:mrow>
</mml:msub>
</mml:mrow>
</mml:mfenced>
<mml:mo>&#x2b;</mml:mo>
<mml:msub>
<mml:mrow>
<mml:mi>u</mml:mi>
</mml:mrow>
<mml:mrow>
<mml:mn>2</mml:mn>
</mml:mrow>
</mml:msub>
<mml:mfenced open="(" close=")">
<mml:mrow>
<mml:mi>&#x3b1;</mml:mi>
<mml:msub>
<mml:mrow>
<mml:mi>v</mml:mi>
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<mml:mn>2</mml:mn>
</mml:mrow>
</mml:msub>
<mml:msub>
<mml:mrow>
<mml:mi>v</mml:mi>
</mml:mrow>
<mml:mrow>
<mml:mn>1</mml:mn>
</mml:mrow>
</mml:msub>
<mml:mo>&#x2212;</mml:mo>
<mml:mi>&#x3b1;</mml:mi>
<mml:mi>&#x3c0;</mml:mi>
<mml:msub>
<mml:mrow>
<mml:mi>u</mml:mi>
</mml:mrow>
<mml:mrow>
<mml:mn>1</mml:mn>
</mml:mrow>
</mml:msub>
<mml:msub>
<mml:mrow>
<mml:mi>v</mml:mi>
</mml:mrow>
<mml:mrow>
<mml:mn>2</mml:mn>
</mml:mrow>
</mml:msub>
<mml:mo>&#x2b;</mml:mo>
<mml:mn>2</mml:mn>
<mml:mi>j</mml:mi>
<mml:msub>
<mml:mrow>
<mml:mi>v</mml:mi>
</mml:mrow>
<mml:mrow>
<mml:mn>1</mml:mn>
</mml:mrow>
</mml:msub>
<mml:msub>
<mml:mrow>
<mml:mi>v</mml:mi>
</mml:mrow>
<mml:mrow>
<mml:mn>2</mml:mn>
</mml:mrow>
</mml:msub>
<mml:mo>&#x2212;</mml:mo>
<mml:mi>r</mml:mi>
<mml:msub>
<mml:mrow>
<mml:mi>v</mml:mi>
</mml:mrow>
<mml:mrow>
<mml:mn>3</mml:mn>
</mml:mrow>
</mml:msub>
</mml:mtd>
</mml:mtr>
<mml:mtr>
<mml:mtd columnalign="center">
<mml:mo>&#x2212;</mml:mo>
<mml:mi>&#x3b1;</mml:mi>
<mml:mi>&#x3c0;</mml:mi>
<mml:msub>
<mml:mrow>
<mml:mi>u</mml:mi>
</mml:mrow>
<mml:mrow>
<mml:mn>0</mml:mn>
</mml:mrow>
</mml:msub>
<mml:msub>
<mml:mrow>
<mml:mi>v</mml:mi>
</mml:mrow>
<mml:mrow>
<mml:mn>3</mml:mn>
</mml:mrow>
</mml:msub>
<mml:mo>&#x2b;</mml:mo>
<mml:mn>2</mml:mn>
<mml:mi>j</mml:mi>
<mml:msub>
<mml:mrow>
<mml:mi>v</mml:mi>
</mml:mrow>
<mml:mrow>
<mml:mn>0</mml:mn>
</mml:mrow>
</mml:msub>
<mml:msub>
<mml:mrow>
<mml:mi>v</mml:mi>
</mml:mrow>
<mml:mrow>
<mml:mn>3</mml:mn>
</mml:mrow>
</mml:msub>
<mml:mo>&#x3d;</mml:mo>
<mml:mn>0</mml:mn>
<mml:mo>,</mml:mo>
<mml:mtext>&#x2009;&#x2009;&#x2009;&#x2009;</mml:mtext>
<mml:msub>
<mml:mrow>
<mml:mi>v</mml:mi>
</mml:mrow>
<mml:mrow>
<mml:mn>4</mml:mn>
</mml:mrow>
</mml:msub>
<mml:mfenced open="(" close=")">
<mml:mrow>
<mml:mn>0</mml:mn>
</mml:mrow>
</mml:mfenced>
<mml:mo>&#x3d;</mml:mo>
<mml:mn>0</mml:mn>
<mml:mo>,</mml:mo>
</mml:mtd>
</mml:mtr>
<mml:mtr>
<mml:mtd columnalign="center">
<mml:msub>
<mml:mrow>
<mml:mi>w</mml:mi>
</mml:mrow>
<mml:mrow>
<mml:mn>4</mml:mn>
</mml:mrow>
</mml:msub>
<mml:mo>&#x2212;</mml:mo>
<mml:mi>&#x3bb;</mml:mi>
<mml:msub>
<mml:mrow>
<mml:mi>v</mml:mi>
</mml:mrow>
<mml:mrow>
<mml:mn>3</mml:mn>
</mml:mrow>
</mml:msub>
<mml:mo>&#x2b;</mml:mo>
<mml:msub>
<mml:mrow>
<mml:mi>&#x3bb;</mml:mi>
</mml:mrow>
<mml:mrow>
<mml:mn>0</mml:mn>
</mml:mrow>
</mml:msub>
<mml:msub>
<mml:mrow>
<mml:mi>w</mml:mi>
</mml:mrow>
<mml:mrow>
<mml:mn>4</mml:mn>
</mml:mrow>
</mml:msub>
<mml:mo>&#x3d;</mml:mo>
<mml:mn>0</mml:mn>
<mml:mo>,</mml:mo>
<mml:mtext>&#x2009;&#x2009;&#x2009;&#x2009;</mml:mtext>
<mml:msub>
<mml:mrow>
<mml:mi>w</mml:mi>
</mml:mrow>
<mml:mrow>
<mml:mn>4</mml:mn>
</mml:mrow>
</mml:msub>
<mml:mfenced open="(" close=")">
<mml:mrow>
<mml:mn>0</mml:mn>
</mml:mrow>
</mml:mfenced>
<mml:mo>&#x3d;</mml:mo>
<mml:mn>0</mml:mn>
<mml:mo>.</mml:mo>
</mml:mtd>
</mml:mtr>
</mml:mtable>
</mml:mrow>
</mml:mfenced>
</mml:math>
<label>(18)</label>
</disp-formula>
<disp-formula id="equ1">
<mml:math id="m24">
<mml:mtable class="align-star" columnalign="left">
<mml:mtr>
<mml:mtd columnalign="right"/>
<mml:mtd columnalign="left">
<mml:mo>.</mml:mo>
</mml:mtd>
</mml:mtr>
<mml:mtr>
<mml:mtd columnalign="right"/>
<mml:mtd columnalign="left">
<mml:mo>.</mml:mo>
</mml:mtd>
</mml:mtr>
<mml:mtr>
<mml:mtd columnalign="right"/>
<mml:mtd columnalign="left">
<mml:mo>.</mml:mo>
</mml:mtd>
</mml:mtr>
</mml:mtable>
</mml:math>
</disp-formula>
</p>
<p>Now considering <italic>s</italic> &#x3d; 0.8, <italic>s</italic>
<sub>0</sub> &#x3d; 0.2, <italic>L</italic> &#x3d; 50, <italic>&#x3b1;</italic> &#x3d; 0.0001, <italic>&#x3bb;</italic> &#x3d; 0.2, <italic>&#x3bb;</italic>
<sub>0</sub> &#x3d; 0.1, <italic>r</italic> &#x3d; 0.2, <italic>r</italic>
<sub>0</sub> &#x3d; 0.1, <italic>K</italic> &#x3d; 100, <italic>&#x3c0;</italic> &#x3d; 0.004, <italic>&#x3bb;</italic>
<sub>2</sub> &#x3d; 0.0002, <inline-formula id="inf6">
<mml:math id="m25">
<mml:mi>h</mml:mi>
<mml:mo>&#x3d;</mml:mo>
<mml:mfrac>
<mml:mrow>
<mml:msub>
<mml:mrow>
<mml:mi>s</mml:mi>
</mml:mrow>
<mml:mrow>
<mml:mn>0</mml:mn>
</mml:mrow>
</mml:msub>
</mml:mrow>
<mml:mrow>
<mml:mi>L</mml:mi>
</mml:mrow>
</mml:mfrac>
</mml:math>
</inline-formula>, <inline-formula id="inf7">
<mml:math id="m26">
<mml:mi>j</mml:mi>
<mml:mo>&#x3d;</mml:mo>
<mml:mfrac>
<mml:mrow>
<mml:msub>
<mml:mrow>
<mml:mi>r</mml:mi>
</mml:mrow>
<mml:mrow>
<mml:mn>0</mml:mn>
</mml:mrow>
</mml:msub>
</mml:mrow>
<mml:mrow>
<mml:mi>K</mml:mi>
</mml:mrow>
</mml:mfrac>
</mml:math>
</inline-formula>, <italic>n</italic>
<sub>1</sub> &#x3d; <italic>B</italic> (0) &#x3d; 30, <italic>n</italic>
<sub>2</sub> &#x3d; <italic>N</italic> (0) &#x3d; 35, <italic>n</italic>
<sub>3</sub> &#x3d; <italic>P</italic> (0) &#x3d; 1, and simplifying the equations from (Eqs <xref ref-type="disp-formula" rid="e14">14</xref>&#x2013;<xref ref-type="disp-formula" rid="e18">18</xref>) we have.</p>
<table-wrap id="udT2" position="float">
<table>
<tbody valign="top">
<tr>
<td align="left">
<italic>u</italic>
<sub>0</sub> &#x3d; 30</td>
<td align="left">
<italic>v</italic>
<sub>0</sub> &#x3d; 35</td>
<td align="left">
<italic>w</italic>
<sub>0</sub> &#x3d; 1</td>
</tr>
<tr>
<td align="left">
<italic>u</italic>
<sub>1</sub> &#x3d; 20.115<italic>t</italic>
</td>
<td align="left">
<italic>v</italic>
<sub>1</sub> &#x3d; 5.7742<italic>t</italic>
</td>
<td align="left">
<italic>w</italic>
<sub>1</sub> &#x3d; 6.9<italic>t</italic>
</td>
</tr>
<tr>
<td align="left">
<italic>u</italic>
<sub>2</sub> &#x3d; 4.84665<italic>t</italic>
<sup>2</sup>
</td>
<td align="left">
<italic>v</italic>
<sub>2</sub> &#x3d; 0.375578<italic>t</italic>
<sup>2</sup>
</td>
<td align="left">
<italic>w</italic>
<sub>2</sub> &#x3d; 0.232542<italic>t</italic>
<sup>2</sup>
</td>
</tr>
<tr>
<td align="left">
<italic>u</italic>
<sub>3</sub> &#x3d; &#x2212;0.260167<italic>t</italic>
<sup>3</sup>
</td>
<td align="left">
<italic>v</italic>
<sub>3</sub> &#x3d; 0.00519615<italic>t</italic>
<sup>3</sup>
</td>
<td align="left">
<italic>w</italic>
<sub>3</sub> &#x3d; 0.017287<italic>t</italic>
<sup>3</sup>
</td>
</tr>
<tr>
<td align="left">
<italic>u</italic>
<sub>4</sub> &#x3d; &#x2212;0.495765<italic>t</italic>
<sup>4</sup>
</td>
<td align="left">
<italic>v</italic>
<sub>4</sub> &#x3d; &#x2212;0.000913025<italic>t</italic>
<sup>4</sup>
</td>
<td align="left">
<italic>w</italic>
<sub>4</sub> &#x3d; &#x2212;0.00017237<italic>t</italic>
<sup>4</sup>
</td>
</tr>
</tbody>
</table>
</table-wrap>
<p>By substituting these values in Eq. <xref ref-type="disp-formula" rid="e13">13</xref>, we have the solution of model 1) as<disp-formula id="e19">
<mml:math id="m27">
<mml:mi>B</mml:mi>
<mml:mfenced open="(" close=")">
<mml:mrow>
<mml:mi>t</mml:mi>
</mml:mrow>
</mml:mfenced>
<mml:mo>&#x3d;</mml:mo>
<mml:mspace width="0.3333em" class="nbsp"/>
<mml:munder>
<mml:mrow>
<mml:mi>lim</mml:mi>
</mml:mrow>
<mml:mrow>
<mml:mi>q</mml:mi>
<mml:mo>&#x2192;</mml:mo>
<mml:mn>1</mml:mn>
</mml:mrow>
</mml:munder>
<mml:mi>u</mml:mi>
<mml:mo>&#x3d;</mml:mo>
<mml:mn>30</mml:mn>
<mml:mo>&#x2b;</mml:mo>
<mml:mn>20.115</mml:mn>
<mml:mi>t</mml:mi>
<mml:mo>&#x2b;</mml:mo>
<mml:mn>4.84665</mml:mn>
<mml:msup>
<mml:mrow>
<mml:mi>t</mml:mi>
</mml:mrow>
<mml:mrow>
<mml:mn>2</mml:mn>
</mml:mrow>
</mml:msup>
<mml:mo>&#x2212;</mml:mo>
<mml:mn>0.260167</mml:mn>
<mml:msup>
<mml:mrow>
<mml:mi>t</mml:mi>
</mml:mrow>
<mml:mrow>
<mml:mn>3</mml:mn>
</mml:mrow>
</mml:msup>
<mml:mo>&#x2212;</mml:mo>
<mml:mn>0.495765</mml:mn>
<mml:msup>
<mml:mrow>
<mml:mi>t</mml:mi>
</mml:mrow>
<mml:mrow>
<mml:mn>4</mml:mn>
</mml:mrow>
</mml:msup>
<mml:mo>&#x2212;</mml:mo>
<mml:mn>0.12174</mml:mn>
<mml:msup>
<mml:mrow>
<mml:mi>t</mml:mi>
</mml:mrow>
<mml:mrow>
<mml:mn>5</mml:mn>
</mml:mrow>
</mml:msup>
<mml:mo>&#x2b;</mml:mo>
<mml:mo>&#x22ef;</mml:mo>
<mml:mspace width="0.17em"/>
<mml:mo>,</mml:mo>
</mml:math>
<label>(19)</label>
</disp-formula>
<disp-formula id="e20">
<mml:math id="m28">
<mml:mi>N</mml:mi>
<mml:mfenced open="(" close=")">
<mml:mrow>
<mml:mi>t</mml:mi>
</mml:mrow>
</mml:mfenced>
<mml:mo>&#x3d;</mml:mo>
<mml:mspace width="0.3333em" class="nbsp"/>
<mml:munder>
<mml:mrow>
<mml:mi>lim</mml:mi>
</mml:mrow>
<mml:mrow>
<mml:mi>q</mml:mi>
<mml:mo>&#x2192;</mml:mo>
<mml:mn>1</mml:mn>
</mml:mrow>
</mml:munder>
<mml:mi>v</mml:mi>
<mml:mo>&#x3d;</mml:mo>
<mml:mn>35</mml:mn>
<mml:mo>&#x2b;</mml:mo>
<mml:mn>5.77542</mml:mn>
<mml:mi>t</mml:mi>
<mml:mo>&#x2b;</mml:mo>
<mml:mn>0.375578</mml:mn>
<mml:msup>
<mml:mrow>
<mml:mi>t</mml:mi>
</mml:mrow>
<mml:mrow>
<mml:mn>2</mml:mn>
</mml:mrow>
</mml:msup>
<mml:mo>&#x2b;</mml:mo>
<mml:mn>0.00519615</mml:mn>
<mml:msup>
<mml:mrow>
<mml:mi>t</mml:mi>
</mml:mrow>
<mml:mrow>
<mml:mn>3</mml:mn>
</mml:mrow>
</mml:msup>
<mml:mo>&#x2212;</mml:mo>
<mml:mn>0.000913025</mml:mn>
<mml:msup>
<mml:mrow>
<mml:mi>t</mml:mi>
</mml:mrow>
<mml:mrow>
<mml:mn>4</mml:mn>
</mml:mrow>
</mml:msup>
<mml:mo>&#x2212;</mml:mo>
<mml:mn>0.00006</mml:mn>
<mml:msup>
<mml:mrow>
<mml:mi>t</mml:mi>
</mml:mrow>
<mml:mrow>
<mml:mn>5</mml:mn>
</mml:mrow>
</mml:msup>
<mml:mo>&#x2b;</mml:mo>
<mml:mo>&#x22ef;</mml:mo>
<mml:mspace width="0.17em"/>
<mml:mo>,</mml:mo>
</mml:math>
<label>(20)</label>
</disp-formula>
<disp-formula id="e21">
<mml:math id="m29">
<mml:mi>P</mml:mi>
<mml:mfenced open="(" close=")">
<mml:mrow>
<mml:mi>t</mml:mi>
</mml:mrow>
</mml:mfenced>
<mml:mo>&#x3d;</mml:mo>
<mml:mspace width="0.3333em" class="nbsp"/>
<mml:munder>
<mml:mrow>
<mml:mi>lim</mml:mi>
</mml:mrow>
<mml:mrow>
<mml:mi>q</mml:mi>
<mml:mo>&#x2192;</mml:mo>
<mml:mn>1</mml:mn>
</mml:mrow>
</mml:munder>
<mml:mi>w</mml:mi>
<mml:mo>&#x3d;</mml:mo>
<mml:mn>1</mml:mn>
<mml:mo>&#x2b;</mml:mo>
<mml:mn>6.9</mml:mn>
<mml:mi>t</mml:mi>
<mml:mo>&#x2b;</mml:mo>
<mml:mn>0.232542</mml:mn>
<mml:msup>
<mml:mrow>
<mml:mi>t</mml:mi>
</mml:mrow>
<mml:mrow>
<mml:mn>2</mml:mn>
</mml:mrow>
</mml:msup>
<mml:mo>&#x2b;</mml:mo>
<mml:mn>0.0172871</mml:mn>
<mml:msup>
<mml:mrow>
<mml:mi>t</mml:mi>
</mml:mrow>
<mml:mrow>
<mml:mn>3</mml:mn>
</mml:mrow>
</mml:msup>
<mml:mo>&#x2212;</mml:mo>
<mml:mn>0.00017237</mml:mn>
<mml:msup>
<mml:mrow>
<mml:mi>t</mml:mi>
</mml:mrow>
<mml:mrow>
<mml:mn>4</mml:mn>
</mml:mrow>
</mml:msup>
<mml:mo>&#x2212;</mml:mo>
<mml:mn>0.000033</mml:mn>
<mml:msup>
<mml:mrow>
<mml:mi>t</mml:mi>
</mml:mrow>
<mml:mrow>
<mml:mn>5</mml:mn>
</mml:mrow>
</mml:msup>
<mml:mo>&#x2b;</mml:mo>
<mml:mo>&#x22ef;</mml:mo>
</mml:math>
<label>(21)</label>
</disp-formula>
</p>
<p>For <italic>&#x3b1;</italic> &#x3d; 0.0001, <italic>&#x3b1;</italic> &#x3d; 0.0002 and <italic>&#x3b1;</italic> &#x3d; 0.0004, we have.</p>
<p>
<italic>B</italic>(<italic>t</italic>)<sub>
<italic>&#x3b1;</italic>&#x3d;0.0001</sub> &#x3d; 30 &#x2b; 20.115<italic>t</italic> &#x2b; 4.84665<italic>t</italic>
<sup>2</sup> &#x2212; 0.260167<italic>t</italic>
<sup>3</sup> &#x2212; 0.495765<italic>t</italic>
<sup>4</sup> &#x2b; &#x22ef;,</p>
<p>
<italic>B</italic>(<italic>t</italic>)<sub>
<italic>&#x3b1;</italic>&#x3d;0.0002</sub> &#x3d; 30 &#x2b; 20.01<italic>t</italic> &#x2b; 4.77438<italic>t</italic>
<sup>2</sup> &#x2212; 0.274268<italic>t</italic>
<sup>3</sup> &#x2212; 0.49119<italic>t</italic>
<sup>4</sup> &#x2b; &#x22ef; and.</p>
<p>
<italic>B</italic>(<italic>t</italic>)<sub>
<italic>&#x3b1;</italic>&#x3d;0.0004</sub> &#x3d; 30 &#x2b; 19.8<italic>t</italic> &#x2b; 4.63094<italic>t</italic>
<sup>2</sup> &#x2212; 0.301744<italic>t</italic>
<sup>3</sup> &#x2212; 0.481988<italic>t</italic>
<sup>4</sup> &#x2b; &#x22ef;.</p>
<p>For <italic>&#x3bb;</italic> &#x3d; 0.1, <italic>&#x3bb;</italic> &#x3d; 0.2 and <italic>&#x3bb;</italic> &#x3d; 0.3, we have.</p>
<p>
<italic>B</italic>(<italic>t</italic>)<sub>
<italic>&#x3bb;</italic>&#x3d;0.1</sub> &#x3d; 30 &#x2b; 20.115<italic>t</italic> &#x2b; 5.16165<italic>t</italic>
<sup>2</sup> &#x2b; 0.0854419<italic>t</italic>
<sup>3</sup> &#x2212; 0.336328<italic>t</italic>
<sup>4</sup> &#x2b; &#x22ef;,</p>
<p>
<italic>B</italic>(<italic>t</italic>)<sub>
<italic>&#x3bb;</italic>&#x3d;0.2</sub> &#x3d; 30 &#x2b; 20.115<italic>t</italic> &#x2b; 4.84665<italic>t</italic>
<sup>2</sup> &#x2212; 0.260167<italic>t</italic>
<sup>3</sup> &#x2212; 0.495765<italic>t</italic>
<sup>4</sup> &#x2b; &#x22ef; and.</p>
<p>
<italic>B</italic>(<italic>t</italic>)<sub>
<italic>&#x3bb;</italic>&#x3d;0.3</sub> &#x3d; 30 &#x2b; 20.115<italic>t</italic> &#x2b; 4.53165<italic>t</italic>
<sup>2</sup> &#x2212; 0.605776<italic>t</italic>
<sup>3</sup> &#x2212; 0.648587<italic>t</italic>
<sup>4</sup> &#x2b; &#x22ef;.</p>
<p>For <italic>&#x3bb;</italic>
<sub>2</sub> &#x3d; 0.0001, <italic>&#x3bb;</italic>
<sub>2</sub> &#x3d; 0.0002 and <italic>&#x3bb;</italic>
<sub>2</sub> &#x3d; 0.0003, we have.</p>
<p>
<inline-formula id="inf8">
<mml:math id="m30">
<mml:mi>B</mml:mi>
<mml:msub>
<mml:mrow>
<mml:mrow>
<mml:mo stretchy="false">(</mml:mo>
<mml:mrow>
<mml:mi>t</mml:mi>
</mml:mrow>
<mml:mo stretchy="false">)</mml:mo>
</mml:mrow>
</mml:mrow>
<mml:mrow>
<mml:msub>
<mml:mrow>
<mml:mi>&#x3bb;</mml:mi>
</mml:mrow>
<mml:mrow>
<mml:mn>2</mml:mn>
</mml:mrow>
</mml:msub>
<mml:mo>&#x3d;</mml:mo>
<mml:mn>0.0001</mml:mn>
</mml:mrow>
</mml:msub>
<mml:mo>&#x3d;</mml:mo>
<mml:mn>30</mml:mn>
<mml:mo>&#x2b;</mml:mo>
<mml:mn>20.205</mml:mn>
<mml:mi>t</mml:mi>
<mml:mo>&#x2b;</mml:mo>
<mml:mn>5.24226</mml:mn>
<mml:msup>
<mml:mrow>
<mml:mi>t</mml:mi>
</mml:mrow>
<mml:mrow>
<mml:mn>2</mml:mn>
</mml:mrow>
</mml:msup>
<mml:mo>&#x2b;</mml:mo>
<mml:mn>0.113954</mml:mn>
<mml:msup>
<mml:mrow>
<mml:mi>t</mml:mi>
</mml:mrow>
<mml:mrow>
<mml:mn>3</mml:mn>
</mml:mrow>
</mml:msup>
<mml:mo>&#x2212;</mml:mo>
<mml:mn>0.334519</mml:mn>
<mml:msup>
<mml:mrow>
<mml:mi>t</mml:mi>
</mml:mrow>
<mml:mrow>
<mml:mn>4</mml:mn>
</mml:mrow>
</mml:msup>
<mml:mo>&#x2b;</mml:mo>
<mml:mo>&#x22ef;</mml:mo>
<mml:mspace width="0.17em"/>
</mml:math>
</inline-formula>,</p>
<p>
<inline-formula id="inf9">
<mml:math id="m31">
<mml:mi>B</mml:mi>
<mml:msub>
<mml:mrow>
<mml:mrow>
<mml:mo stretchy="false">(</mml:mo>
<mml:mrow>
<mml:mi>t</mml:mi>
</mml:mrow>
<mml:mo stretchy="false">)</mml:mo>
</mml:mrow>
</mml:mrow>
<mml:mrow>
<mml:msub>
<mml:mrow>
<mml:mi>&#x3bb;</mml:mi>
</mml:mrow>
<mml:mrow>
<mml:mn>2</mml:mn>
</mml:mrow>
</mml:msub>
<mml:mo>&#x3d;</mml:mo>
<mml:mn>0.0002</mml:mn>
</mml:mrow>
</mml:msub>
<mml:mo>&#x3d;</mml:mo>
<mml:mn>30</mml:mn>
<mml:mo>&#x2b;</mml:mo>
<mml:mn>20.115</mml:mn>
<mml:mi>t</mml:mi>
<mml:mo>&#x2b;</mml:mo>
<mml:mn>4.84665</mml:mn>
<mml:msup>
<mml:mrow>
<mml:mi>t</mml:mi>
</mml:mrow>
<mml:mrow>
<mml:mn>2</mml:mn>
</mml:mrow>
</mml:msup>
<mml:mo>&#x2212;</mml:mo>
<mml:mn>0.260167</mml:mn>
<mml:msup>
<mml:mrow>
<mml:mi>t</mml:mi>
</mml:mrow>
<mml:mrow>
<mml:mn>3</mml:mn>
</mml:mrow>
</mml:msup>
<mml:mo>&#x2212;</mml:mo>
<mml:mn>0.495765</mml:mn>
<mml:msup>
<mml:mrow>
<mml:mi>t</mml:mi>
</mml:mrow>
<mml:mrow>
<mml:mn>4</mml:mn>
</mml:mrow>
</mml:msup>
<mml:mo>&#x2b;</mml:mo>
<mml:mo>&#x22ef;</mml:mo>
<mml:mspace width="0.17em"/>
</mml:math>
</inline-formula> and.</p>
<p>
<inline-formula id="inf10">
<mml:math id="m32">
<mml:mi>B</mml:mi>
<mml:msub>
<mml:mrow>
<mml:mrow>
<mml:mo stretchy="false">(</mml:mo>
<mml:mrow>
<mml:mi>t</mml:mi>
</mml:mrow>
<mml:mo stretchy="false">)</mml:mo>
</mml:mrow>
</mml:mrow>
<mml:mrow>
<mml:msub>
<mml:mrow>
<mml:mi>&#x3bb;</mml:mi>
</mml:mrow>
<mml:mrow>
<mml:mn>2</mml:mn>
</mml:mrow>
</mml:msub>
<mml:mo>&#x3d;</mml:mo>
<mml:mn>0.0002</mml:mn>
</mml:mrow>
</mml:msub>
<mml:mo>&#x3d;</mml:mo>
<mml:mn>30</mml:mn>
<mml:mo>&#x2b;</mml:mo>
<mml:mn>20.025</mml:mn>
<mml:mi>t</mml:mi>
<mml:mo>&#x2b;</mml:mo>
<mml:mn>4.45157</mml:mn>
<mml:msup>
<mml:mrow>
<mml:mi>t</mml:mi>
</mml:mrow>
<mml:mrow>
<mml:mn>2</mml:mn>
</mml:mrow>
</mml:msup>
<mml:mo>&#x2212;</mml:mo>
<mml:mn>0.629906</mml:mn>
<mml:msup>
<mml:mrow>
<mml:mi>t</mml:mi>
</mml:mrow>
<mml:mrow>
<mml:mn>3</mml:mn>
</mml:mrow>
</mml:msup>
<mml:mo>&#x2212;</mml:mo>
<mml:mn>0.645153</mml:mn>
<mml:msup>
<mml:mrow>
<mml:mi>t</mml:mi>
</mml:mrow>
<mml:mrow>
<mml:mn>4</mml:mn>
</mml:mrow>
</mml:msup>
<mml:mo>&#x2b;</mml:mo>
<mml:mo>&#x22ef;</mml:mo>
<mml:mspace width="0.17em"/>
</mml:math>
</inline-formula>.</p>
<sec id="s3-1">
<title>3.1 Verification of the solution</title>
<p>To verify the validity of solution, first we check the solution for initial conditions which are satisfied at <italic>t</italic> &#x3d; 0, secondly we put the solution and its derivatives in the system. If both sides of system are satisfied then we consider the solution is correct or true. For the second condition, we differentiate Eqs <xref ref-type="disp-formula" rid="e19">19</xref>&#x2013;<xref ref-type="disp-formula" rid="e21">21</xref> with respect to <italic>t</italic>, so we have<disp-formula id="e22">
<mml:math id="m33">
<mml:mfrac>
<mml:mrow>
<mml:mi>d</mml:mi>
<mml:mi>B</mml:mi>
<mml:mfenced open="(" close=")">
<mml:mrow>
<mml:mi>t</mml:mi>
</mml:mrow>
</mml:mfenced>
</mml:mrow>
<mml:mrow>
<mml:mi>d</mml:mi>
<mml:mi>t</mml:mi>
</mml:mrow>
</mml:mfrac>
<mml:mo>&#x3d;</mml:mo>
<mml:mn>20.115</mml:mn>
<mml:mo>&#x2b;</mml:mo>
<mml:mn>9.69329</mml:mn>
<mml:mi>t</mml:mi>
<mml:mo>&#x2212;</mml:mo>
<mml:mn>0.780501</mml:mn>
<mml:msup>
<mml:mrow>
<mml:mi>t</mml:mi>
</mml:mrow>
<mml:mrow>
<mml:mn>2</mml:mn>
</mml:mrow>
</mml:msup>
<mml:mo>&#x2212;</mml:mo>
<mml:mn>1.98306</mml:mn>
<mml:msup>
<mml:mrow>
<mml:mi>t</mml:mi>
</mml:mrow>
<mml:mrow>
<mml:mn>3</mml:mn>
</mml:mrow>
</mml:msup>
<mml:mo>&#x2212;</mml:mo>
<mml:mn>0.608698</mml:mn>
<mml:msup>
<mml:mrow>
<mml:mi>t</mml:mi>
</mml:mrow>
<mml:mrow>
<mml:mn>4</mml:mn>
</mml:mrow>
</mml:msup>
<mml:mo>&#x2b;</mml:mo>
<mml:mo>&#x22ef;</mml:mo>
</mml:math>
<label>(22)</label>
</disp-formula>
<disp-formula id="e23">
<mml:math id="m34">
<mml:mfrac>
<mml:mrow>
<mml:mi>d</mml:mi>
<mml:mi>N</mml:mi>
<mml:mfenced open="(" close=")">
<mml:mrow>
<mml:mi>t</mml:mi>
</mml:mrow>
</mml:mfenced>
</mml:mrow>
<mml:mrow>
<mml:mi>d</mml:mi>
<mml:mi>t</mml:mi>
</mml:mrow>
</mml:mfrac>
<mml:mo>&#x3d;</mml:mo>
<mml:mn>0.77542</mml:mn>
<mml:mo>&#x2b;</mml:mo>
<mml:mn>0.751156</mml:mn>
<mml:mi>t</mml:mi>
<mml:mo>&#x2b;</mml:mo>
<mml:mn>0.0155885</mml:mn>
<mml:msup>
<mml:mrow>
<mml:mi>t</mml:mi>
</mml:mrow>
<mml:mrow>
<mml:mn>2</mml:mn>
</mml:mrow>
</mml:msup>
<mml:mo>&#x2212;</mml:mo>
<mml:mn>0.0036521</mml:mn>
<mml:msup>
<mml:mrow>
<mml:mi>t</mml:mi>
</mml:mrow>
<mml:mrow>
<mml:mn>3</mml:mn>
</mml:mrow>
</mml:msup>
<mml:mo>&#x2212;</mml:mo>
<mml:mn>0.000326555</mml:mn>
<mml:msup>
<mml:mrow>
<mml:mi>t</mml:mi>
</mml:mrow>
<mml:mrow>
<mml:mn>4</mml:mn>
</mml:mrow>
</mml:msup>
<mml:mo>&#x2b;</mml:mo>
<mml:mo>&#x22ef;</mml:mo>
</mml:math>
<label>(23)</label>
</disp-formula>
<disp-formula id="e24">
<mml:math id="m35">
<mml:mfrac>
<mml:mrow>
<mml:mi>d</mml:mi>
<mml:mi>P</mml:mi>
<mml:mfenced open="(" close=")">
<mml:mrow>
<mml:mi>t</mml:mi>
</mml:mrow>
</mml:mfenced>
</mml:mrow>
<mml:mrow>
<mml:mi>d</mml:mi>
<mml:mi>t</mml:mi>
</mml:mrow>
</mml:mfrac>
<mml:mo>&#x3d;</mml:mo>
<mml:mn>6.9</mml:mn>
<mml:mo>&#x2b;</mml:mo>
<mml:mn>0.465084</mml:mn>
<mml:mi>t</mml:mi>
<mml:mo>&#x2b;</mml:mo>
<mml:mn>0.0518614</mml:mn>
<mml:msup>
<mml:mrow>
<mml:mi>t</mml:mi>
</mml:mrow>
<mml:mrow>
<mml:mn>2</mml:mn>
</mml:mrow>
</mml:msup>
<mml:mo>&#x2212;</mml:mo>
<mml:mn>0.000689481</mml:mn>
<mml:msup>
<mml:mrow>
<mml:mi>t</mml:mi>
</mml:mrow>
<mml:mrow>
<mml:mn>3</mml:mn>
</mml:mrow>
</mml:msup>
<mml:mo>&#x2212;</mml:mo>
<mml:mn>0.000165368</mml:mn>
<mml:msup>
<mml:mrow>
<mml:mi>t</mml:mi>
</mml:mrow>
<mml:mrow>
<mml:mn>4</mml:mn>
</mml:mrow>
</mml:msup>
<mml:mo>&#x2b;</mml:mo>
<mml:mo>&#x22ef;</mml:mo>
</mml:math>
<label>(24)</label>
</disp-formula>
</p>
<p>Now using Eqs <xref ref-type="disp-formula" rid="e19">19</xref>&#x2013;<xref ref-type="disp-formula" rid="e24">24</xref> and the values of given parameters in system 1) and we have<disp-formula id="e25">
<mml:math id="m36">
<mml:mn>0</mml:mn>
<mml:mo>.</mml:mo>
<mml:mo>&#x2212;</mml:mo>
<mml:mn>1.77636</mml:mn>
<mml:mo>&#xd7;</mml:mo>
<mml:mn>1</mml:mn>
<mml:msup>
<mml:mrow>
<mml:mn>0</mml:mn>
</mml:mrow>
<mml:mrow>
<mml:mo>&#x2212;</mml:mo>
<mml:mn>15</mml:mn>
</mml:mrow>
</mml:msup>
<mml:mi>t</mml:mi>
<mml:mo>&#x2b;</mml:mo>
<mml:mn>2.22045</mml:mn>
<mml:mo>&#xd7;</mml:mo>
<mml:mn>1</mml:mn>
<mml:msup>
<mml:mrow>
<mml:mn>0</mml:mn>
</mml:mrow>
<mml:mrow>
<mml:mo>&#x2212;</mml:mo>
<mml:mn>16</mml:mn>
</mml:mrow>
</mml:msup>
<mml:msup>
<mml:mrow>
<mml:mi>t</mml:mi>
</mml:mrow>
<mml:mrow>
<mml:mn>3</mml:mn>
</mml:mrow>
</mml:msup>
<mml:mo>&#x2212;</mml:mo>
<mml:mn>2.22045</mml:mn>
<mml:mo>&#xd7;</mml:mo>
<mml:mn>1</mml:mn>
<mml:msup>
<mml:mrow>
<mml:mn>0</mml:mn>
</mml:mrow>
<mml:mrow>
<mml:mo>&#x2212;</mml:mo>
<mml:mn>16</mml:mn>
</mml:mrow>
</mml:msup>
<mml:msup>
<mml:mrow>
<mml:mi>t</mml:mi>
</mml:mrow>
<mml:mrow>
<mml:mn>4</mml:mn>
</mml:mrow>
</mml:msup>
<mml:mo>&#x2b;</mml:mo>
<mml:mo>&#x22ef;</mml:mo>
<mml:mo>&#x3d;</mml:mo>
<mml:mn>0</mml:mn>
</mml:math>
<label>(25)</label>
</disp-formula>
<disp-formula id="e26">
<mml:math id="m37">
<mml:mn>0</mml:mn>
<mml:mo>.</mml:mo>
<mml:mo>&#x2b;</mml:mo>
<mml:mn>3.46945</mml:mn>
<mml:mo>&#xd7;</mml:mo>
<mml:mn>1</mml:mn>
<mml:msup>
<mml:mrow>
<mml:mn>0</mml:mn>
</mml:mrow>
<mml:mrow>
<mml:mo>&#x2212;</mml:mo>
<mml:mn>18</mml:mn>
</mml:mrow>
</mml:msup>
<mml:msup>
<mml:mrow>
<mml:mi>t</mml:mi>
</mml:mrow>
<mml:mrow>
<mml:mn>2</mml:mn>
</mml:mrow>
</mml:msup>
<mml:mo>&#x2212;</mml:mo>
<mml:mn>8.67362</mml:mn>
<mml:mo>&#xd7;</mml:mo>
<mml:mn>1</mml:mn>
<mml:msup>
<mml:mrow>
<mml:mn>0</mml:mn>
</mml:mrow>
<mml:mrow>
<mml:mo>&#x2212;</mml:mo>
<mml:mn>19</mml:mn>
</mml:mrow>
</mml:msup>
<mml:msup>
<mml:mrow>
<mml:mi>t</mml:mi>
</mml:mrow>
<mml:mrow>
<mml:mn>3</mml:mn>
</mml:mrow>
</mml:msup>
<mml:mo>&#x2b;</mml:mo>
<mml:mn>4.73413</mml:mn>
<mml:mo>&#xd7;</mml:mo>
<mml:mn>1</mml:mn>
<mml:msup>
<mml:mrow>
<mml:mn>0</mml:mn>
</mml:mrow>
<mml:mrow>
<mml:mo>&#x2212;</mml:mo>
<mml:mn>6</mml:mn>
</mml:mrow>
</mml:msup>
<mml:msup>
<mml:mrow>
<mml:mi>t</mml:mi>
</mml:mrow>
<mml:mrow>
<mml:mn>5</mml:mn>
</mml:mrow>
</mml:msup>
<mml:mo>&#x2b;</mml:mo>
<mml:mo>&#x22ef;</mml:mo>
<mml:mo>&#x3d;</mml:mo>
<mml:mn>0</mml:mn>
</mml:math>
<label>(26)</label>
</disp-formula>
<disp-formula id="e27">
<mml:math id="m38">
<mml:mn>0</mml:mn>
<mml:mo>.</mml:mo>
<mml:mo>&#x2212;</mml:mo>
<mml:mn>6.93889</mml:mn>
<mml:mo>&#xd7;</mml:mo>
<mml:mn>1</mml:mn>
<mml:msup>
<mml:mrow>
<mml:mn>0</mml:mn>
</mml:mrow>
<mml:mrow>
<mml:mo>&#x2212;</mml:mo>
<mml:mn>18</mml:mn>
</mml:mrow>
</mml:msup>
<mml:msup>
<mml:mrow>
<mml:mi>t</mml:mi>
</mml:mrow>
<mml:mrow>
<mml:mn>2</mml:mn>
</mml:mrow>
</mml:msup>
<mml:mo>&#x2b;</mml:mo>
<mml:mn>9.75483</mml:mn>
<mml:mo>&#xd7;</mml:mo>
<mml:mn>1</mml:mn>
<mml:msup>
<mml:mrow>
<mml:mn>0</mml:mn>
</mml:mrow>
<mml:mrow>
<mml:mo>&#x2212;</mml:mo>
<mml:mn>6</mml:mn>
</mml:mrow>
</mml:msup>
<mml:msup>
<mml:mrow>
<mml:mi>t</mml:mi>
</mml:mrow>
<mml:mrow>
<mml:mn>5</mml:mn>
</mml:mrow>
</mml:msup>
<mml:mo>&#x2b;</mml:mo>
<mml:mo>&#x22ef;</mml:mo>
<mml:mo>&#x3d;</mml:mo>
<mml:mn>0</mml:mn>
</mml:math>
<label>(27)</label>
</disp-formula>
</p>
<p>The coefficients of <italic>t</italic> powers in Eqs <xref ref-type="disp-formula" rid="e25">25</xref>&#x2013;<xref ref-type="disp-formula" rid="e27">27</xref> are around 15 to 19 decimal places correct to zero. So our series solution (5th degree polynomials) satisfies the system up to 4th degree polynomial (where the coefficients are approximately 17 decimal correct to zero). The solution can be improved by taking/adding more terms of power <italic>t</italic> in it.</p>
</sec>
<sec id="s3-2">
<title>3.2 Results and discussions</title>
<p>In this section, we demonstrate the performance of our model 1 through the evaluation of our calculated approximate solutions, <italic>B</italic>(<italic>t</italic>), <italic>N</italic>(<italic>t</italic>), and <italic>P</italic>(<italic>t</italic>). To validate our results, we compare them with the Runge-Kutta 4th-order method and present the absolute error, <italic>e</italic>
<sub>
<italic>B</italic>(<italic>t</italic>)</sub>, <italic>e</italic>
<sub>
<italic>N</italic>(<italic>t</italic>)</sub>, and <italic>e</italic>
<sub>
<italic>P</italic>(<italic>t</italic>)</sub> in <xref ref-type="table" rid="T1">Table 1</xref> for various time steps. The time domain of our Homotopy Perturbation Method (HPM) is divided into sub-intervals and mapped onto 0 &#x2264; <italic>t</italic> &#x2264; 400 with a step size of 0.5 for graphical representation. Our analysis revealed an average absolute error of 6.53290554<italic>e</italic> &#x2212; 08, 5.09269781<italic>e</italic> &#x2212; 10, and 1.35452205<italic>e</italic> &#x2212; 11 for <italic>B</italic>(<italic>t</italic>), <italic>N</italic>(<italic>t</italic>), and <italic>P</italic>(<italic>t</italic>), respectively. In <xref ref-type="table" rid="T2">Tables 2</xref>&#x2013;<xref ref-type="table" rid="T4">4</xref>, we present the cumulative density of forest resources, <italic>B</italic>(<italic>t</italic>), for various values of <italic>&#x3b1;</italic>, <italic>&#x3bb;</italic>, and <italic>&#x3bb;</italic>
<sub>2</sub>. These results underscore the versatility and accuracy of our proposed model, which has the potential to contribute significantly to the field of forest resource management. <xref ref-type="fig" rid="F1">Figure 1</xref> provides a clear illustration of the behaviour of the cumulative density of forest resources <italic>B</italic>(<italic>t</italic>), the density of population pressure <italic>P</italic>(<italic>t</italic>), and the density of population <italic>N</italic>(<italic>t</italic>) as calculated using HPM and RK-4th order method. The solid lines represent the HPM series solution, while the dotted lines show the numerical solution calculated by the RK-4th order method. The graph highlights that the cumulative density of forest resources decreases as the density of population pressure increases. This suggests that controlling population pressure is essential for preserving forests on a large scale. Additionally, <xref ref-type="fig" rid="F2">Figure 2</xref> depicts the behaviour of model 1 in 3D with respect to HPM and RK method, providing a comprehensive view of the model&#x2019;s behaviour over time. <xref ref-type="fig" rid="F3">Figure 3</xref>, represents the impact of the depletion rate of forest resources due to population, <italic>&#x3b1;</italic> &#x3d; <italic>a</italic>, on the cumulative density of forest resources, <italic>B</italic>(<italic>t</italic>). It reflects that decreasing the depletion rate of forest resources due to population directs to a growth in the cumulative density of forest resources over time. This emphasizes the significance of controlling the population pressure on forests to control their depletion. In <xref ref-type="fig" rid="F4">Figure 4</xref>, we discuss the impact of the growth rate coefficient of population pressure caused by population <italic>&#x3bb;</italic> &#x3d; <italic>l</italic> on the cumulative density of forest resources <italic>B</italic>(<italic>t</italic>). The graph indicates that if we decrease the value of <italic>&#x3bb;</italic>, the cumulative density of forest resources increases. Likewise, <xref ref-type="fig" rid="F5">Figure 5</xref> describes the effect of population pressure <italic>&#x3bb;</italic>
<sub>2</sub> on <italic>B</italic>(<italic>t</italic>). We can see, as the value of <italic>&#x3bb;</italic>
<sub>2</sub> decreases, the cumulative density of forest resources <italic>B</italic>(<italic>t</italic>) increases. These figures illustrate the significance of controlling population pressure and growth rates to save and preserve forest resources. It also emphasizes the necessity for procedure interventions to control population growth and decrease the depletion of forest resources.</p>
<table-wrap id="T1" position="float">
<label>TABLE 1</label>
<caption>
<p>Error in <italic>B</italic>(<italic>t</italic>), <italic>N</italic>(<italic>t</italic>) and <italic>P</italic>(<italic>t</italic>) by using HPM and RK 4th order.</p>
</caption>
<table>
<thead valign="top">
<tr>
<th align="center">
<italic>t</italic>
</th>
<th align="center">
<italic>e</italic>
<sub>
<italic>B</italic>(<italic>t</italic>)</sub>
</th>
<th align="center">
<italic>e</italic>
<sub>
<italic>N</italic>(<italic>t</italic>)</sub>
</th>
<th align="center">
<italic>e</italic>
<sub>
<italic>P</italic>(<italic>t</italic>)</sub>
</th>
</tr>
</thead>
<tbody valign="top">
<tr>
<td align="center">0</td>
<td align="center">0</td>
<td align="center">0</td>
<td align="center">0</td>
</tr>
<tr>
<td align="center">0.0040</td>
<td align="center">7.02229385<italic>e</italic> &#x2212; 11</td>
<td align="center">3.8795633<italic>e</italic> &#x2212; 12</td>
<td align="center">1.11022302<italic>e</italic> &#x2212; 15</td>
</tr>
<tr>
<td align="center">0.0080</td>
<td align="center">2.84295254<italic>e</italic> &#x2212; 10</td>
<td align="center">1.5518253<italic>e</italic> &#x2212; 11</td>
<td align="center">7.77156117<italic>e</italic> &#x2212; 15</td>
</tr>
<tr>
<td align="center">0.0120</td>
<td align="center">6.60833165<italic>e</italic> &#x2212; 10</td>
<td align="center">3.4923175<italic>e</italic> &#x2212; 11</td>
<td align="center">2.13162820<italic>e</italic> &#x2212; 14</td>
</tr>
<tr>
<td align="center">0.0160</td>
<td align="center">1.24834542<italic>e</italic> &#x2212; 09</td>
<td align="center">6.2129856<italic>e</italic> &#x2212; 11</td>
<td align="center">3.57491813<italic>e</italic> &#x2212; 14</td>
</tr>
<tr>
<td align="center">0.0200</td>
<td align="center">2.14010853<italic>e</italic> &#x2212; 09</td>
<td align="center">9.7180929<italic>e</italic> &#x2212; 11</td>
<td align="center">3.15303338<italic>e</italic> &#x2212; 14</td>
</tr>
<tr>
<td align="center">0.0240</td>
<td align="center">3.48907391<italic>e</italic> &#x2212; 09</td>
<td align="center">1.4013323<italic>e</italic> &#x2212; 10</td>
<td align="center">2.64233079<italic>e</italic> &#x2212; 14</td>
</tr>
<tr>
<td align="center">0.0280</td>
<td align="center">5.52271828<italic>e</italic> &#x2212; 09</td>
<td align="center">1.9115020<italic>e</italic> &#x2212; 10</td>
<td align="center">1.93400850<italic>e</italic> &#x2212; 13</td>
</tr>
<tr>
<td align="center">0.032</td>
<td align="center">8.55785131<italic>e</italic> &#x2212; 09</td>
<td align="center">2.5035973<italic>e</italic> &#x2212; 10</td>
<td align="center">5.49560397<italic>e</italic> &#x2212; 13</td>
</tr>
<tr>
<td align="center">0.0360</td>
<td align="center">1.30154624<italic>e</italic> &#x2212; 08</td>
<td align="center">3.1803182<italic>e</italic> &#x2212; 10</td>
<td align="center">1.20303766<italic>e</italic> &#x2212; 12</td>
</tr>
<tr>
<td align="center">0.0400</td>
<td align="center">1.94354861<italic>e</italic> &#x2212; 08</td>
<td align="center">3.9440806<italic>e</italic> &#x2212; 10</td>
<td align="center">2.29549712<italic>e</italic> &#x2212; 12</td>
</tr>
<tr>
<td align="center">0.0440</td>
<td align="center">2.84915344<italic>e</italic> &#x2212; 08</td>
<td align="center">4.7988635<italic>e</italic> &#x2212; 10</td>
<td align="center">4.00479649<italic>e</italic> &#x2212; 12</td>
</tr>
<tr>
<td align="center">0.0480</td>
<td align="center">4.10056628<italic>e</italic> &#x2212; 08</td>
<td align="center">5.74907232<italic>e</italic> &#x2212; 10</td>
<td align="center">6.55009380<italic>e</italic> &#x2212; 12</td>
</tr>
<tr>
<td align="center">0.0520</td>
<td align="center">5.79630068<italic>e</italic> &#x2212; 08</td>
<td align="center">6.79982292<italic>e</italic> &#x2212; 10</td>
<td align="center">1.01949559<italic>e</italic> &#x2212; 11</td>
</tr>
<tr>
<td align="center">0.0560</td>
<td align="center">8.05264832<italic>e</italic> &#x2212; 08</td>
<td align="center">7.95743915<italic>e</italic> &#x2212; 10</td>
<td align="center">1.52524659<italic>e</italic> &#x2212; 11</td>
</tr>
<tr>
<td align="center">0.0600</td>
<td align="center">1.10051416<italic>e</italic> &#x2212; 07</td>
<td align="center">9.22938170<italic>e</italic> &#x2212; 10</td>
<td align="center">2.20889972<italic>e</italic> &#x2212; 11</td>
</tr>
<tr>
<td align="center">0.0640</td>
<td align="center">1.48100092<italic>e</italic> &#x2212; 07</td>
<td align="center">1.06238928<italic>e</italic> &#x2212; 09</td>
<td align="center">3.11282111<italic>e</italic> &#x2212; 11</td>
</tr>
</tbody>
</table>
</table-wrap>
<table-wrap id="T2" position="float">
<label>TABLE 2</label>
<caption>
<p>
<italic>B</italic>(<italic>t</italic>) by using HPM with variation of <italic>&#x3b1;</italic>.</p>
</caption>
<table>
<thead valign="top">
<tr>
<th align="center">
<italic>t</italic>
</th>
<th align="center">
<italic>B</italic>(<italic>t</italic>) at <italic>&#x3b1;</italic> &#x3d; 0.0001</th>
<th align="center">
<italic>B</italic>(<italic>t</italic>) at <italic>&#x3b1;</italic> &#x3d; 0.0002</th>
<th align="center">
<italic>B</italic>(<italic>t</italic>) at <italic>&#x3b1;</italic> &#x3d; 0.0004</th>
</tr>
</thead>
<tbody valign="top">
<tr>
<td align="center">0</td>
<td align="center">30</td>
<td align="center">30</td>
<td align="center">30</td>
</tr>
<tr>
<td align="center">0.0400</td>
<td align="center">30.8129</td>
<td align="center">30.8123</td>
<td align="center">30.79938896</td>
</tr>
<tr>
<td align="center">0.0800</td>
<td align="center">31.64006505</td>
<td align="center">31.63119549</td>
<td align="center">31.61346378</td>
</tr>
<tr>
<td align="center">0.1200</td>
<td align="center">32.48303939</td>
<td align="center">32.46937528</td>
<td align="center">32.44206418</td>
</tr>
<tr>
<td align="center">0.1600</td>
<td align="center">33.34108369</td>
<td align="center">33.32237882</td>
<td align="center">33.28500024</td>
</tr>
<tr>
<td align="center">0.2000</td>
<td align="center">34.21399144</td>
<td align="center">34.18999515</td>
<td align="center">34.14205247</td>
</tr>
<tr>
<td align="center">0.2400</td>
<td align="center">35.10152566</td>
<td align="center">35.07198316</td>
<td align="center">35.01297171</td>
</tr>
<tr>
<td align="center">0.2800</td>
<td align="center">36.00341892</td>
<td align="center">35.96807153</td>
<td align="center">35.89747924</td>
</tr>
<tr>
<td align="center">0.3200</td>
<td align="center">36.91937333</td>
<td align="center">36.8779588</td>
<td align="center">36.7952667</td>
</tr>
<tr>
<td align="center">0.3600</td>
<td align="center">37.84906054</td>
<td align="center">37.80131329</td>
<td align="center">37.70599611</td>
</tr>
<tr>
<td align="center">0.4000</td>
<td align="center">38.79212173</td>
<td align="center">38.73777318</td>
<td align="center">38.62929989</td>
</tr>
<tr>
<td align="center">0.4400</td>
<td align="center">39.74816763</td>
<td align="center">39.68694645</td>
<td align="center">39.56478085</td>
</tr>
<tr>
<td align="center">0.4800</td>
<td align="center">40.7167785</td>
<td align="center">40.6484109</td>
<td align="center">40.51201218</td>
</tr>
<tr>
<td align="center">0.5200</td>
<td align="center">41.69750417</td>
<td align="center">41.62171415</td>
<td align="center">41.47053744</td>
</tr>
<tr>
<td align="center">0.5600</td>
<td align="center">42.68986396</td>
<td align="center">42.60637366</td>
<td align="center">42.43987062</td>
</tr>
<tr>
<td align="center">0.6000</td>
<td align="center">43.69334678</td>
<td align="center">43.60187669</td>
<td align="center">43.41949605</td>
</tr>
<tr>
<td align="center">0.6400</td>
<td align="center">44.70741106</td>
<td align="center">44.60768033</td>
<td align="center">44.40886848</td>
</tr>
</tbody>
</table>
</table-wrap>
<table-wrap id="T3" position="float">
<label>TABLE 3</label>
<caption>
<p>
<italic>B</italic>(<italic>t</italic>) by using HPM with variation of <italic>&#x3bb;</italic>.</p>
</caption>
<table>
<thead valign="top">
<tr>
<th align="center">
<italic>t</italic>
</th>
<th align="center">
<italic>B</italic>(<italic>t</italic>) at <italic>&#x3bb;</italic> &#x3d; 0.1</th>
<th align="center">
<italic>B</italic>(<italic>t</italic>) at <italic>&#x3bb;</italic> &#x3d; 0.2</th>
<th align="center">
<italic>B</italic>(<italic>t</italic>) at <italic>&#x3bb;</italic> &#x3d; 0.3</th>
</tr>
</thead>
<tbody valign="top">
<tr>
<td align="center">0</td>
<td align="center">30</td>
<td align="center">30</td>
<td align="center">30</td>
</tr>
<tr>
<td align="center">0.0400</td>
<td align="center">30.81286325</td>
<td align="center">30.81233672</td>
<td align="center">30.81181021</td>
</tr>
<tr>
<td align="center">0.0800</td>
<td align="center">31.64226453</td>
<td align="center">31.64006505</td>
<td align="center">31.63786584</td>
</tr>
<tr>
<td align="center">0.1200</td>
<td align="center">32.48820566</td>
<td align="center">32.48303939</td>
<td align="center">32.47787449</td>
</tr>
<tr>
<td align="center">0.1600</td>
<td align="center">33.35066779</td>
<td align="center">33.34108369</td>
<td align="center">33.33150392</td>
</tr>
<tr>
<td align="center">0.2000</td>
<td align="center">34.22961141</td>
<td align="center">34.21399144</td>
<td align="center">34.19838205</td>
</tr>
<tr>
<td align="center">0.2400</td>
<td align="center">35.12497633</td>
<td align="center">35.10152566</td>
<td align="center">35.07809694</td>
</tr>
<tr>
<td align="center">0.2800</td>
<td align="center">36.03668172</td>
<td align="center">36.00341892</td>
<td align="center">35.97019679</td>
</tr>
<tr>
<td align="center">0.3200</td>
<td align="center">36.96462607</td>
<td align="center">36.91937333</td>
<td align="center">36.87418996</td>
</tr>
<tr>
<td align="center">0.3600</td>
<td align="center">37.9086872</td>
<td align="center">37.84906054</td>
<td align="center">37.78954498</td>
</tr>
<tr>
<td align="center">0.4000</td>
<td align="center">38.86872228</td>
<td align="center">38.79212173</td>
<td align="center">38.71569051</td>
</tr>
<tr>
<td align="center">0.4400</td>
<td align="center">39.84456783</td>
<td align="center">39.74816763</td>
<td align="center">39.65201535</td>
</tr>
<tr>
<td align="center">0.4800</td>
<td align="center">40.83603966</td>
<td align="center">40.7167785</td>
<td align="center">40.59786848</td>
</tr>
<tr>
<td align="center">0.5200</td>
<td align="center">41.84293296</td>
<td align="center">41.69750417</td>
<td align="center">41.55255902</td>
</tr>
<tr>
<td align="center">0.5600</td>
<td align="center">42.86502224</td>
<td align="center">42.68986396</td>
<td align="center">42.51535622</td>
</tr>
<tr>
<td align="center">0.6000</td>
<td align="center">43.90206134</td>
<td align="center">43.69334678</td>
<td align="center">43.48548951</td>
</tr>
<tr>
<td align="center">0.6400</td>
<td align="center">44.95378345</td>
<td align="center">44.70741106</td>
<td align="center">44.46214845</td>
</tr>
</tbody>
</table>
</table-wrap>
<table-wrap id="T4" position="float">
<label>TABLE 4</label>
<caption>
<p>
<italic>B</italic>(<italic>t</italic>) by using HPM with variation of <italic>&#x3bb;</italic>
<sub>2</sub>.</p>
</caption>
<table>
<thead valign="top">
<tr>
<th align="center">
<italic>t</italic>
</th>
<th align="center">
<italic>B</italic>(<italic>t</italic>) at <italic>&#x3bb;</italic>
<sub>2</sub> &#x3d; 0.0001</th>
<th align="center">
<italic>B</italic>(<italic>t</italic>) at <italic>&#x3bb;</italic>
<sub>2</sub> &#x3d; 0.0002</th>
<th align="center">
<italic>B</italic>(<italic>t</italic>) at <italic>&#x3bb;</italic>
<sub>2</sub> &#x3d; 0.0003</th>
</tr>
</thead>
<tbody valign="top">
<tr>
<td align="center">0</td>
<td align="center">30</td>
<td align="center">30</td>
<td align="center">30</td>
</tr>
<tr>
<td align="center">0.0400</td>
<td align="center">30.81659405</td>
<td align="center">30.81233672</td>
<td align="center">30.80808055</td>
</tr>
<tr>
<td align="center">0.0800</td>
<td align="center">31.64999511</td>
<td align="center">31.64006505</td>
<td align="center">31.63014111</td>
</tr>
<tr>
<td align="center">0.1200</td>
<td align="center">32.50021609</td>
<td align="center">32.48303939</td>
<td align="center">32.46588035</td>
</tr>
<tr>
<td align="center">0.1600</td>
<td align="center">33.36724938</td>
<td align="center">33.34108369</td>
<td align="center">33.31495729</td>
</tr>
<tr>
<td align="center">0.2000</td>
<td align="center">34.2510668</td>
<td align="center">34.21399144</td>
<td align="center">34.17699131</td>
</tr>
<tr>
<td align="center">0.2400</td>
<td align="center">35.15161962</td>
<td align="center">35.10152566</td>
<td align="center">35.05156215</td>
</tr>
<tr>
<td align="center">0.2800</td>
<td align="center">36.06883856</td>
<td align="center">36.00341892</td>
<td align="center">35.93820992</td>
</tr>
<tr>
<td align="center">0.3200</td>
<td align="center">37.00263378</td>
<td align="center">36.91937333</td>
<td align="center">36.83643509</td>
</tr>
<tr>
<td align="center">0.3600</td>
<td align="center">37.9528949</td>
<td align="center">37.84906054</td>
<td align="center">37.74569848</td>
</tr>
<tr>
<td align="center">0.4000</td>
<td align="center">38.91949097</td>
<td align="center">38.79212173</td>
<td align="center">38.6654213</td>
</tr>
<tr>
<td align="center">0.4400</td>
<td align="center">39.9022705</td>
<td align="center">39.74816763</td>
<td align="center">39.59498509</td>
</tr>
<tr>
<td align="center">0.4800</td>
<td align="center">40.90106144</td>
<td align="center">40.7167785</td>
<td align="center">40.53373176</td>
</tr>
<tr>
<td align="center">0.5200</td>
<td align="center">41.9156712</td>
<td align="center">41.69750417</td>
<td align="center">41.4809636</td>
</tr>
<tr>
<td align="center">0.5600</td>
<td align="center">42.94588662</td>
<td align="center">42.68986396</td>
<td align="center">42.43594323</td>
</tr>
<tr>
<td align="center">0.6000</td>
<td align="center">43.991474</td>
<td align="center">43.69334678</td>
<td align="center">43.39789368</td>
</tr>
<tr>
<td align="center">0.6400</td>
<td align="center">45.05217908</td>
<td align="center">44.70741106</td>
<td align="center">44.36599828</td>
</tr>
</tbody>
</table>
</table-wrap>
<fig id="F1" position="float">
<label>FIGURE 1</label>
<caption>
<p>Solution for model 1.</p>
</caption>
<graphic xlink:href="fphy-11-1246884-g001.tif"/>
</fig>
<fig id="F2" position="float">
<label>FIGURE 2</label>
<caption>
<p>Solution for model 1 in 3D.</p>
</caption>
<graphic xlink:href="fphy-11-1246884-g002.tif"/>
</fig>
<fig id="F3" position="float">
<label>FIGURE 3</label>
<caption>
<p>Forest resources <italic>B</italic>(<italic>t</italic>) and <italic>&#x3b1;</italic> with the variation of time.</p>
</caption>
<graphic xlink:href="fphy-11-1246884-g003.tif"/>
</fig>
<fig id="F4" position="float">
<label>FIGURE 4</label>
<caption>
<p>Forest resources <italic>B</italic>(<italic>t</italic>) and <italic>&#x3bb;</italic> with the variation of time.</p>
</caption>
<graphic xlink:href="fphy-11-1246884-g004.tif"/>
</fig>
<fig id="F5" position="float">
<label>FIGURE 5</label>
<caption>
<p>Forest resources <italic>B</italic>(<italic>t</italic>) and <italic>&#x3bb;</italic>
<sub>2</sub> with the variation of time.</p>
</caption>
<graphic xlink:href="fphy-11-1246884-g005.tif"/>
</fig>
</sec>
<sec id="s3-3">
<title>3.3 Technical specification</title>
<p>These calculations are performed on Mathematica&#x00AE; 11.3.0.0 (64-bit) and Matlab&#x00AE; R2015a (8.5.0.197613) 64-bit using a machine Intel(R) Core(TM) i3.2310M CPU @ 2.10&#xa0;GHz and OS: window 7 Professional (64-bit).</p>
</sec>
</sec>
<sec sec-type="conclusion" id="s4">
<title>4 Conclusion</title>
<p>In this paper, we used the homotopy perturbation method to obtain a semi-analytical solution for the nonlinear model of the depletion of forest resources. Important characteristic of HPM is that it provides the adequate approximate series solution by taking a few number of perturbation terms which is near to analytical exact solution. Through comparison with the Runge-Kutta method, we established the effectiveness and accuracy of the proposed method. Additionally, we investigated the behaviour of the model by varying the values of the depletion rate of forest resources due to population <italic>&#x3b1;</italic>, the growth rate coefficient of population pressure caused by population <italic>&#x3bb;</italic>, and the depletion rate of its carrying capacity due to population pressure <italic>&#x3bb;</italic>
<sub>2</sub>. The results showed that reducing these coefficients can increase the cumulative density of forest resources <italic>B</italic>(<italic>t</italic>). These findings highlight the urgent need for measures to conserve forest resources for the wellbeing of our planet. The presented model and its solution indicate the seriousness of this global issue which needs to be acted upon immediately and effectively to preserve our forest resources. This study suggests that additional investigations and research is needed to build more relevant models for assistance of forest resource experts.</p>
</sec>
</body>
<back>
<sec sec-type="data-availability" id="s5">
<title>Data availability statement</title>
<p>The original contributions presented in the study are included in the article/Supplementary material, further inquiries can be directed to the corresponding authors.</p>
</sec>
<sec id="s6">
<title>Author contributions</title>
<p>All authors listed have made a substantial, direct, and intellectual contribution to the work and approved it for publication.</p>
</sec>
<sec sec-type="COI-statement" id="s7">
<title>Conflict of interest</title>
<p>The authors declare that the research was conducted in the absence of any commercial or financial relationships that could be construed as a potential conflict of interest.</p>
</sec>
<sec sec-type="disclaimer" id="s8">
<title>Publisher&#x2019;s note</title>
<p>All claims expressed in this article are solely those of the authors and do not necessarily represent those of their affiliated organizations, or those of the publisher, the editors and the reviewers. Any product that may be evaluated in this article, or claim that may be made by its manufacturer, is not guaranteed or endorsed by the publisher.</p>
</sec>
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