<?xml version="1.0" encoding="ISO-8859-1"?><article xmlns:mml="http://www.w3.org/1998/Math/MathML" xmlns:xlink="http://www.w3.org/1999/xlink" xmlns:xsi="http://www.w3.org/2001/XMLSchema-instance">
<front>
<journal-meta>
<journal-id>0121-1935</journal-id>
<journal-title><![CDATA[Revista de Ciencias]]></journal-title>
<abbrev-journal-title><![CDATA[rev. cienc.]]></abbrev-journal-title>
<issn>0121-1935</issn>
<publisher>
<publisher-name><![CDATA[Universidad del Valle]]></publisher-name>
</publisher>
</journal-meta>
<article-meta>
<article-id>S0121-19352014000100002</article-id>
<title-group>
<article-title xml:lang="en"><![CDATA[A simple test for asymptotic stability in some dynamical systems]]></article-title>
</title-group>
<contrib-group>
<contrib contrib-type="author">
<name>
<surname><![CDATA[Ibargüen Mondragón]]></surname>
<given-names><![CDATA[Eduardo]]></given-names>
</name>
<xref ref-type="aff" rid="A01"/>
</contrib>
<contrib contrib-type="author">
<name>
<surname><![CDATA[Cerón Gómez]]></surname>
<given-names><![CDATA[Miller]]></given-names>
</name>
<xref ref-type="aff" rid="A02"/>
</contrib>
<contrib contrib-type="author">
<name>
<surname><![CDATA[Romero Leiton]]></surname>
<given-names><![CDATA[Jhoana Patricia]]></given-names>
</name>
<xref ref-type="aff" rid="A03"/>
</contrib>
</contrib-group>
<aff id="A01">
<institution><![CDATA[,Universidad de Nariño Departamento de Matemática y Estadística ]]></institution>
<addr-line><![CDATA[San Juan de Pasto ]]></addr-line>
<country>Colombia</country>
</aff>
<aff id="A02">
<institution><![CDATA[,Universidad de Nariño Departamento de Matemática y Estadística ]]></institution>
<addr-line><![CDATA[San Juan de Pasto ]]></addr-line>
<country>Colombia</country>
</aff>
<aff id="A03">
<institution><![CDATA[,Universidad de Antioquia Instituto de Matemáticas ]]></institution>
<addr-line><![CDATA[Medellín ]]></addr-line>
<country>Colombia</country>
</aff>
<pub-date pub-type="pub">
<day>00</day>
<month>06</month>
<year>2014</year>
</pub-date>
<pub-date pub-type="epub">
<day>00</day>
<month>06</month>
<year>2014</year>
</pub-date>
<volume>18</volume>
<numero>1</numero>
<fpage>21</fpage>
<lpage>32</lpage>
<copyright-statement/>
<copyright-year/>
<self-uri xlink:href="http://www.scielo.org.co/scielo.php?script=sci_arttext&amp;pid=S0121-19352014000100002&amp;lng=en&amp;nrm=iso"></self-uri><self-uri xlink:href="http://www.scielo.org.co/scielo.php?script=sci_abstract&amp;pid=S0121-19352014000100002&amp;lng=en&amp;nrm=iso"></self-uri><self-uri xlink:href="http://www.scielo.org.co/scielo.php?script=sci_pdf&amp;pid=S0121-19352014000100002&amp;lng=en&amp;nrm=iso"></self-uri><abstract abstract-type="short" xml:lang="en"><p><![CDATA[In this paper we analyze asymptotic stability of the dynamical system <img src="v18n1a02_v18n1a02-car01.jpg" height="32" border="0" width="32" > or = f(x) defined by a C1 function <img src="v18n1a02_v18n1a02-car02.jpg" height="32" border="0" width="32">is and open set. We ontain a criterion of satabilty for the equilibrium solution <img src="v18n1a02_v18n1a02-car03.jpg" height="32" border="0" width="32">when the vector field f satisfies <img src="v18n1a02_v18n1a02-car04.jpg" height="32" border="0" width="32">]]></p></abstract>
<kwd-group>
<kwd lng="en"><![CDATA[ordinary differential equations]]></kwd>
<kwd lng="en"><![CDATA[asymptotic stability]]></kwd>
<kwd lng="en"><![CDATA[equilibrium solution]]></kwd>
</kwd-group>
</article-meta>
</front><body><![CDATA[   <font size="2" face="verdana">      <p align="center"><font size="4"><b>A simple test for asymptotic stability in some dynamical systems</b></font></p>      <p><i>Eduardo Ibarg&uuml;en Mondrag&oacute;n</i>    <br> Departamento de Matem&aacute;tica y Estad&iacute;stica, Universidad de Nari&ntilde;o, San Juan de Pasto - Colombia    <br> E-mail: <a href="mailto:edbargun@udenar.edu.co">edbargun@udenar.edu.co</a></p>       <p><i>Miller Cer&oacute;n G&oacute;mez</i>    <br> Departamento de Matem&aacute;tica y Estad&iacute;stica, Universidad de Nari&ntilde;o, San Juan de Pasto - Colombia    <br> E-mail: <a href="mailto:millercg@udenar.edu.co">millercg@udenar.edu.co</a></p>      <p><i>Jhoana Patricia Romero Leiton</i>    <br> Instituto de Matem&aacute;ticas, Universidad de Antioquia, Medell&iacute;n - Colombia.    ]]></body>
<body><![CDATA[<br> E-mail: <a href="mailto:patirom3@udea.edu.co">patirom3@udea.edu.co</a></p>      <p><b>Recceived:</b> September 20, 2013    <br> <b>Accepted:</b> November 23, 2013</p>   <hr>     <p><font size="3"><b>Abstract</b></font></p>      <p>In this paper we analyze asymptotic stability of the dynamical system <img src="img/revistas/rcien/v18n1/v18n1a02-car01.jpg"> =<i>f</i>(<i>x</i>) defined by a <i>C</i><sup>1</sup> function <img src="img/revistas/rcien/v18n1/v18n1a02-car02.jpg"> is and open set. We ontain a criterion of satabilty for the equilibrium solution <img src="img/revistas/rcien/v18n1/v18n1a02-car03.jpg"> when the vector field <i>f</i> satisfies <img src="img/revistas/rcien/v18n1/v18n1a02-car04.jpg"></p>        <p><b>Keywords: </b>ordinary differential equations, asymptotic stability, equilibrium solution.</p>  <hr>      <p><font size="3"><b>1. Introduction</b></font></p>      <p>In 1982, A.M. Lyapunov developed his stability theory for nonlinear ordinary differential equiations which chaeacterices the behavior of the dinamical systems trajetories in the sense that nearby solutions remain that way from naow on (Hirsch and Smale, (Hirsch &amp; Smale, 1974). .He esablished very useful stabilty criterua for dynamical systems of the form:</p>  <img src="img/revistas/rcien/v18n1/v18n1a02-ec01.jpg">      <p>The first Lypunow method, also known as <i>Indirect Method of Lyapunov</i> (IML) allows to studying the stability of the equilibrum points for a dynamical system of the type (1) by analyzing the estabilty of the trivial solution for the linearized system:</p>  <img src="img/revistas/rcien/v18n1/v18n1a02-ec01-1.jpg">      <p>where <i>G(y)</i> <i>=</i> <i>O(&#124;&#124;y&#124;&#124;)</i><sup>2</sup>. Using the IML, it is possible prove that <i>y</i> = 0 is asymptotically satble if and only if <font face="Lucida Grande, Lucida Sans Unicode, Lucida Sans, DejaVu Sans, Verdana, sans-serif">&#8460;</font> (&lambda;) &lt; 0 for any eigenvalue &lambda; of the matrix <i>Df</i>(<img src="img/revistas/rcien/v18n1/v18n1a02-car01.jpg">), and so unstable, if there exist an eigenvalue &lambda; of the matrix <i>Df</i>(<img src="img/revistas/rcien/v18n1/v18n1a02-car01.jpg">) whit <font face="Lucida Sans Unicode, Lucida Grande, sans-serif">&#8460;</font> (&lambda;) &gt; 0. We note that the IML does not allow us to obtain a conclusion if one of the eigenvalues &lambda; of the matrix <i>Df</i>(<img src="img/revistas/rcien/v18n1/v18n1a02-car01.jpg">) has a realk part zero, <font face="Lucida Sans Unicode, Lucida Grande, sans-serif">&#8460;</font> (&lambda;) = 0 (Khalil, &#91;12&#93;).</p>      ]]></body>
<body><![CDATA[<p> In this paper, we will consider the second Lyapunov method, also known as <i>Direct Method of Lyapunov</i> (DML), in which the stability of an equilibrium point <img src="img/revistas/rcien/v18n1/v18n1a02-car01.jpg"> requires the fiow associated with the dynamical system (1) being decreased on sorne scalar function <i>V</i> for which <img src="img/revistas/rcien/v18n1/v18n1a02-car01.jpg"> is an isolated minimum. This function is known as the Lyapunov function.</p>      <p>For the Lyapunov function <i>V</i> : <img src="img/revistas/rcien/v18n1/v18n1a02-car06.jpg"> where <img src="img/revistas/rcien/v18n1/v18n1a02-car15.jpg"> containing the origin, and its orbital derivative <img src="img/revistas/rcien/v18n1/v18n1a02-car07.jpg"> defined by</p>  <img src="img/revistas/rcien/v18n1/v18n1a02-car09.jpg">      <p>the DML establishes:</p>      <blockquote>     <p>l. If <i>V</i> (<i>x</i>) is positive definite and <img src="img/revistas/rcien/v18n1/v18n1a02-car10.jpg">(<i>x</i>) is negative semi-definite, then the origin is stable.</p>      <p>2. If <i>V</i> (<i>x</i>) is positive definite and <img src="img/revistas/rcien/v18n1/v18n1a02-car10.jpg">(<i>x</i>) is negative definite, then the origin is asymptotically stable.</p> </blockquote>        <p>In general, for any equilibrium solution of (1) the DML states that:</p>      <p><b>Theorem l.</b> <i>Let</i> <img src="img/revistas/rcien/v18n1/v18n1a02-car11.jpg"> be an equilibrium of (1). <i>Let</i> <img src="img/revistas/rcien/v18n1/v18n1a02-car12.jpg"> <i>be a continuous function defined on a neigborhood</i> <img src="img/revistas/rcien/v18n1/v18n1a02-car13.jpg"> <i>differentiable on</i> <img src="img/revistas/rcien/v18n1/v18n1a02-car14.jpg"> <i>such that</i></p>  <img src="img/revistas/rcien/v18n1/v18n1a02-car5.jpg">      <p><i>then</i> <img src="img/revistas/rcien/v18n1/v18n1a02-car01.jpg"> <i>is asymptotically stable.</i></p>      <p>In the twentieth century, the DML became in the principal tool to analyze global stability of dynamical systems applied to basic sciences and engineering. The main setback of this method is precisely to find a Lyapunov function, because there is not a systematic method for finding. The suggestion is to propase a function and check if this candidate satisfies the stability conditions (Perko, 1991) .</p>      ]]></body>
<body><![CDATA[<p>While the intention of A. M. Lyapunov was to study movement stability (Taylor &amp; Francis, 1992), the DML found a wide range of applications. For example, in problems related with automatic regulation and control of dynamical processes (Rouche et al., 1977; Vasil&eacute;v, 1981; Yoshizawa, 1966; Artstein, 1978; Barbastin,1970); in competition models (Goh, 1979, 1980; Takeuchi, 1996); in SIR models (Mena-Lorca &amp; Hethcote, 1992; Safi &amp; Garba, 2012); in SIRS models (O'Regan et al., 2010); in models with two compartments (A. Yu, 2003) , and in the proof of the Hopf bifurcation theorem (cited by O'Regan et al., &#91;2010&#93;).</p>      <p>Recently, Lyapunov functions are being applied within the fractional calculus to analyze the stability of dynamical systems. In this field, the method is called <i>Fractional Lyapunov Direct Method</i> (Yan Li <i>et al.</i>, 2010; Momani &amp; Hadid, 2004; Zhang et al., 2005; Tarasov, 2007). In 2011, it was used Lyapunov functions to analyze the dynamics of the Hopf bifurcation in a class of models that exhibit Zip bifurcation (Escobar &amp; Gonz&aacute;les, 2011, Giesl &amp; Hafstein, 2010, 2012). In 2012 the same authors designed an algorithm to explain the construction of these functions.</p>      <p>There are sorne systems where the Lyapunov function is defined in a natural way, like in the case of electrical or mechanical systems where <i>energy</i> is often a Lyapunov function. In mathematical biology, more precisely in population dynamic modeled through the mass action law, the functions of Goh type</p>  <img src="img/revistas/rcien/v18n1/v18n1a02-ec02.jpg">      <p>where &alpha;<sub><i>i</i></sub> for <i>i</i>= 1,..., <i>n</i> are positive constants that satisfy the first item of Theorem 1 while the other items are reduced to find the constants &alpha;<sub><i>i</i></sub> that will satisfy them.</p>      <p>B. S. Goh (Goh, 1979) used the function defined in (2) to prove global stability in mutualism models of the form</p>  <img src="img/revistas/rcien/v18n1/v18n1a02-ec02-1.jpg">      <p>In this paper we establish global stability properties for the dynamical system (1) following the same ideas of S. B. Goh in (Goh, 1979). That is, we use the Lyapunov function (2) with specific values of the constants &alpha;<sub><i>i</i></sub> to determine the stability conditions.       <p><font size="3"><b>2. Calculus and linear algebra</b></font></p>      <p><b>Theorem 2.</b> <i>Let E be an open subset of</i> <font face="Lucida Grande, Lucida Sans Unicode, Lucida Sans, DejaVu Sans, Verdana, sans-serif">&#8477;</font><sup><i>n</i></sup> containing <i>x</i><sub>o</sub>, if <i>f</i> : <i>E</i> &sub; <font face="Lucida Grande, Lucida Sans Unicode, Lucida Sans, DejaVu Sans, Verdana, sans-serif">&#8477;</font><sup><i>n</i></sup> &rarr; <font face="Lucida Grande, Lucida Sans Unicode, Lucida Sans, DejaVu Sans, Verdana, sans-serif">&#8477;</font> such that <i>f</i> &isin; <i>C</i><sup>3</sup>(<i>E</i>), <i>f</i>(<i>x</i><sub>0</sub>) = 0 <i>and Hessian matrix Hf</i> (<i>x</i><sub>0</sub>) <i>is positive definite, then x</i><sub>0</sub> <i>is a relative minimum of f</i>. <i>Similarly, if Hf</i>(<i>x</i><sub>0</sub>) <i>is negative definite, then x0 is a relative maximum of f</i>.</p>      <p>See &#91;15&#93; for proof of Theorem 2.</p>      <p><b>Theorem 3.</b> <i>(Sylvester's Criterion). A real symmetric matrix is positive definite positive</i>.</p>      ]]></body>
<body><![CDATA[<p>See &#91;10&#93; for proof of Theorem 3.</p>      <p><font size="3"><b>3. Test of stability</b></font></p>      <p>In this section we establish a test for the asymptotic stability of the system (1) equilibrium when <img src="img/revistas/rcien/v18n1/v18n1a02-car15.jpg"> is an open subset of</p>  <img src="img/revistas/rcien/v18n1/v18n1a02-car16.jpg"> = {(<i>x</i><sub>1</sub>,...,<i>x</i><sub><i>n</i></sub>) &isin; <font face="Lucida Grande, Lucida Sans Unicode, Lucida Sans, DejaVu Sans, Verdana, sans-serif">&#8477;</font><sup><i>n</i></sup> : <i>x</i><sub><i>i</i></sub> &ge; 0 for <i>i</i> = 1,...,<i>n</i>}.</p>      <p>The following proposition relates the equilibrium stability with the sign of certain determinants.</p>      <p><b>Proposition 1.</b> <i>Let</i> <img src="img/revistas/rcien/v18n1/v18n1a02-car15.jpg"> <i>be an open subset of</i> <img src="img/revistas/rcien/v18n1/v18n1a02-car16.jpg"> <i>containing</i> <img src="img/revistas/rcien/v18n1/v18n1a02-car17.jpg"> <i>Suppose that the function</i> <img src="img/revistas/rcien/v18n1/v18n1a02-car18.jpg"> <i>defined in (1) satisfies</i> <img src="img/revistas/rcien/v18n1/v18n1a02-car19.jpg"> <i>and</i> <img src="img/revistas/rcien/v18n1/v18n1a02-car20.jpg"> <i>be the determinants defined by</i></p>  <img src="img/revistas/rcien/v18n1/v18n1a02-ec03.jpg">      <p><i>where a<sub>j</sub> is a positive constant</i>.</p>      <blockquote>     <p><i>1. If</i>&Delta;<sub>j</sub> (<img src="img/revistas/rcien/v18n1/v18n1a02-car23.jpg">) <i>for j</i> = 1, ... , <i>n are positive</i>, <i>then</i> <img src="img/revistas/rcien/v18n1/v18n1a02-car23.jpg"> <i>is globally asymptotically stable</i>.</p>      <p><i>1. If</i>&Delta;<sub>j</sub> (<img src="img/revistas/rcien/v18n1/v18n1a02-car23.jpg">) <i>for j</i> = 1, ... , <i>n has alternate signs starting with a negative value, then</i> <img src="img/revistas/rcien/v18n1/v18n1a02-car23.jpg"> <i>is unstable.</i></p> </blockquote>      <p><b><i>Proof.</i></b> Let <i>a</i><sub>1</sub>,...,<i>a</i><sub><i>n</i></sub> <i>be positive constants</i>, <i>for</i> <img src="img/revistas/rcien/v18n1/v18n1a02-car23.jpg"> = (<i>x</i><sub>1</sub>,...,<i>x</i><sub><i>n</i></sub>) &isin; <img src="img/revistas/rcien/v18n1/v18n1a02-car15.jpg">, then the function defined in (2) satisfies the condition <i>V</i>(<img src="img/revistas/rcien/v18n1/v18n1a02-car23.jpg">) = 0. On the other hand, the i-th term of (2) is:</p>  <img src="img/revistas/rcien/v18n1/v18n1a02-ec04.jpg">      ]]></body>
<body><![CDATA[<p>Observe that which implies that <i>&eta;</i>' (<i>x<sub>i</sub></i>) &gt; if and only if <img src="img/revistas/rcien/v18n1/v18n1a02-car23.jpg"> &lt; <i>x<sub>i</sub></i> and <i>&eta;</i>' (<i>x<sub>i</sub></i>) &lt; 0 if and only if <img src="img/revistas/rcien/v18n1/v18n1a02-car23.jpg"> &gt; <i>x<sub>i</sub></i> Thus <img src="img/revistas/rcien/v18n1/v18n1a02-car23.jpg"> is a global minimun of <i>&eta;</i> defined in (4). Since <i>&eta;</i>'(<img src="img/revistas/rcien/v18n1/v18n1a02-car23.jpg">) = 0, then <i>&eta;</i>'(<img src="img/revistas/rcien/v18n1/v18n1a02-car23.jpg">) &gt; 0 for all <i>x<sub>i</sub></i> &ne; <img src="img/revistas/rcien/v18n1/v18n1a02-car23.jpg"><sub><i>i</i></sub> therefore <i>V</i>(<i>x</i>) &gt; 0 for al <i>x</i> &ne; <img src="img/revistas/rcien/v18n1/v18n1a02-car23.jpg">. From DML we conclude that if its orbital derivative is negative (<img src="img/revistas/rcien/v18n1/v18n1a02-car10.jpg"> (<i>x</i>) &lt; 0) for all <i>x</i> &isin; <img src="img/revistas/rcien/v18n1/v18n1a02-car15.jpg">/ {<img src="img/revistas/rcien/v18n1/v18n1a02-car23.jpg">}, then <img src="img/revistas/rcien/v18n1/v18n1a02-car23.jpg"> is  asymptotically stable on <img src="img/revistas/rcien/v18n1/v18n1a02-car15.jpg">, while <img src="img/revistas/rcien/v18n1/v18n1a02-car23.jpg"> is unstable when <img src="img/revistas/rcien/v18n1/v18n1a02-car10.jpg">(<i>x</i>) &gt; 0 (<i>see</i> Theorem 1).</p>      <p>Observe that <img src="img/revistas/rcien/v18n1/v18n1a02-car10.jpg">(<i>x</i>) = -<i>g</i>(<i>x</i>) where</p>  <img src="img/revistas/rcien/v18n1/v18n1a02-ec04-1.jpg">      <p>Since <i>g</i>(<img src="img/revistas/rcien/v18n1/v18n1a02-car23.jpg">) = 0  then to prove the stability of <img src="img/revistas/rcien/v18n1/v18n1a02-car23.jpg"> it is enough to verify that <img src="img/revistas/rcien/v18n1/v18n1a02-car23.jpg"> is a minimum of <i>g</i> on <img src="img/revistas/rcien/v18n1/v18n1a02-car15.jpg">, and any other equilibrium solution <i>y</i> &isin; <img src="img/revistas/rcien/v18n1/v18n1a02-car15.jpg"> of (1) satisfies that <i>g</i>(<i>y</i>) &ge; <i>g</i>(<img src="img/revistas/rcien/v18n1/v18n1a02-car23.jpg">). The derivative of <i>g</i> is given by the gradient vector</p>  <img src="img/revistas/rcien/v18n1/v18n1a02-ec05.jpg">      <p>for <i>k</i> = 1,...,<i>n</i>. From (5) we have that &part;<i>g</i>(<img src="img/revistas/rcien/v18n1/v18n1a02-car23.jpg">)/&part;<i>x<sub>k</sub></i> = 0 for <i>k</i> = 1,...,<i>n</i>, which implies &nabla;<i>g</i>(<img src="img/revistas/rcien/v18n1/v18n1a02-car23.jpg">) = 0. Therefore <img src="img/revistas/rcien/v18n1/v18n1a02-car23.jpg"> is a critical point of <i>g</i>.</p>  <img src="img/revistas/rcien/v18n1/v18n1a02-ec06-08.jpg">      <p>Since <i>Hg</i>(<img src="img/revistas/rcien/v18n1/v18n1a02-car23.jpg">) is a symmetric matrix, and assuming that all its principal minors are positive, then from Theorem 3 we have that <img src="img/revistas/rcien/v18n1/v18n1a02-car23.jpg"> is a local minimum of <i>g</i> on <img src="img/revistas/rcien/v18n1/v18n1a02-car15.jpg">. Now, suppose that <i>y</i> &isin; <img src="img/revistas/rcien/v18n1/v18n1a02-car15.jpg"> is another equilibrium solution of (1) then <i>g</i>(<i>y</i>) = <i>g</i>(<img src="img/revistas/rcien/v18n1/v18n1a02-car23.jpg">) = 0. Similarly it is verified that if its principal minors have alternating signs for <i>k</i> = 1,...,<i>n</i>, starting with a negative value, then <img src="img/revistas/rcien/v18n1/v18n1a02-car23.jpg"> is unstable, which completes the proof.</p>      <p>From the above proposition, the following corollary is derived:</p>      <p><b>Corollary 4.</b> <i>If the Hessian matrix Hg(x) defined in (6) evaluated at</i> <img src="img/revistas/rcien/v18n1/v18n1a02-car23.jpg"> <i>is positive definite, then</i> <img src="img/revistas/rcien/v18n1/v18n1a02-car23.jpg"> <i>is globally asymptotically stable on</i> <img src="img/revistas/rcien/v18n1/v18n1a02-car15.jpg"> <i>and unstable when Hg</i>(<img src="img/revistas/rcien/v18n1/v18n1a02-car23.jpg">) <i>is negative definite</i>.</p>      <p>The following theorem summarizes the main result of this work. The novelty of next test consists in replacing the expertise of the authors to find the constants <i>a</i><sub><i>i</i></sub> defined in (2) for conditions easy to verify.</p>      <p><b>Theorem 5 (Stability Test).</b> Let <i><img src="img/revistas/rcien/v18n1/v18n1a02-car25.pg.jpg">be an equilibrium solution of nonlinear system ( 1). If</i></p>  <img src="img/revistas/rcien/v18n1/v18n1a02-car29.jpg">      <p><i>then</i> <img src="img/revistas/rcien/v18n1/v18n1a02-car23.jpg"> <i>is globally asymptotically stable.</i></p>  <img src="img/revistas/rcien/v18n1/v18n1a02-ec09-12.jpg">      ]]></body>
<body><![CDATA[<p>In consequence, from Corollary 4 we conclude that <img src="img/revistas/rcien/v18n1/v18n1a02-car23.jpg"> is globally asymnt.nt.irallv stable in <img src="img/revistas/rcien/v18n1/v18n1a02-car15.jpg">.</p>      <p><font size="3"><b>4. Application of main result</b></font></p>     <p><font size="3">4.1 Numerical solutions</font></p>      <p>In this section we will apply the Theorem 5 to prove the asymptotic stability of nontrivial equilibrium of the nonlinear system</p>  <img src="img/revistas/rcien/v18n1/v18n1a02-ec14-15.jpg">      <p>The following lemma ensures that all solutions of (14) starting in <img src="img/revistas/rcien/v18n1/v18n1a02-car15.jpg"> The following lemma ensures that all solutions of (14) starting in <i>t</i> &le; 0</p>      <p><b>Lemma 6.</b> <i>The set</i> <img src="img/revistas/rcien/v18n1/v18n1a02-car15.jpg"><sub>1</sub> <i>defined in (15) is positively invariant for the solutions of the system (14)</i>.</p>      <p><i><b>Proof.</b></i> Let <i>x</i> (<i>x</i><sup>0</sup><sub>1</sub>, <i>x</i><sup>0</sup><sub>2</sub>,...,<i>x</i><sup>0</sup><sub><i>n</i></sub>) be given. If there is 1 &le; <i>j</i> &le; <i>n</i> such that <i>x</i><sup>0</sup><sub><i>j</i></sub> = 0 then we see directly from the unique and existent result that <i>x<sub>j</sub></i>(<i>t</i>) &equiv; 0 for all <i>t</i> &ge; 0, and so for <i>k</i> &ne; <i>j</i> such <i>x</i><sup>0</sup><sub><i>k</i></sub> &ne; 0, we have that <i>x</i><sub><i>k</i></sub>(<i>t</i>) satisfies the logic differential equation:</p>  <img src="img/revistas/rcien/v18n1/v18n1a02-car26.jpg">      <p>for which we know that 0 &le; <i>x<sub>k</sub></i>(<i>t</i>) &le; 1. In other words, if there is 1 &le; <i>j</i> &le; <i>n</i> such that <i>x</i><sup>0</sup><sub><i>j</i></sub> = 0, we have that 0 &le; <i>x<sub>k</sub></i>(<i>t</i>) &le; 1 for 1 &le; <i>k</i> &le; <i>n</i>. Now, we assume that <i>x</i> (<i>x</i><sup>0</sup><sub>1</sub>, <i>x</i><sup>0</sup><sub>2</sub>,...,<i>x</i><sup>0</sup><sub><i>n</i></sub>) &isin; <img src="img/revistas/rcien/v18n1/v18n1a02-car15.jpg"><sub>1</sub> is such that <i>x</i><sup>0</sup><sub><i>j</i></sub> &ne; 0 for any 1 &le; <i>j</i> &le; <i>n</i> In this case, we know that <i>x</i><sub><i>j</i></sub>(<i>t</i>) for any &le; 0 and 0 &le; <i>j</i> &le; <i>n</i>. Then, from (14) we obtain:</p>  <img src="img/revistas/rcien/v18n1/v18n1a02-car27.jpg">      <p>or equivalently</p>  <img src="img/revistas/rcien/v18n1/v18n1a02-ec16.jpg">      <p>Let <i>z</i> = <i>x</i><sup>-1</sup><i>j</i>, then <i>dz</i>/<i>dt</i> = -<i>x</i><sup>-2</sup><sub><i>j</i></sub><i>dx</i><sub><i>j</i></sub>/<i>dj</i>. Substituting <i>z</i> and <i>dz</i>/<i>dt</i> in (16) we have</p>  <img src="img/revistas/rcien/v18n1/v18n1a02-ec16-1.jpg">      ]]></body>
<body><![CDATA[<p>Multiplying the above inequality by <i>e</i><sup><i>&alpha;jt</i></sup> we obtain:</p>  <img src="img/revistas/rcien/v18n1/v18n1a02-ec17.jpg">      <p>Integrating the inequality (17) between O and <i>t</i> we have:</p>  <img src="img/revistas/rcien/v18n1/v18n1a02-ec18.jpg">      <p>Substituting <i>z</i> = <i>x</i><sup>-1</sup><sub>j</sub> in (18) we obtain:</p>  <img src="img/revistas/rcien/v18n1/v18n1a02-ec18-1.jpg">      <p>Therefore, we conclude that:</p>      <p align="center">O &le; <i>x</i><sub><i>j</i></sub>(<i>t</i>) &le; 1 for all <i>t</i> &le; O.</p>      <p>maening <i>x</i> = (<i>x</i><sup>0</sup><sub>1</sub>, <i>x</i><sup>0</sup><sub>2</sub>,...,<i>x</i><sup>0</sup><sub><i>n</i></sub>) &isin; <img src="img/revistas/rcien/v18n1/v18n1a02-car15.jpg"><sub>1</sub> as desired</p>      <p>The next proposition summarizes existent results of the equilibrium solutions of (14).</p>      <p><b>Proposition 2.</b> <i>The system (14) has at least</i> 2<sup><i>n</i>+1</sup> -1 equilibrium solution in <img src="img/revistas/rcien/v18n1/v18n1a02-car15.jpg"><sub>1</sub></p>      <p><i><b>Proof.</b> The equilibrium solutions of (14) are given by the solutions of the algebraic system</i></p>  <img src="img/revistas/rcien/v18n1/v18n1a02-ec19.jpg">      <p>Observe that in the following cases, a)<i>x</i><sub><i>j</i></sub> = 0, b)<i>x</i><sub><i>j</i></sub> = 1 and <i>x</i><sub><i>k</i></sub> = 0 for <i>j</i> &ne; <i>k</i>, the equations (19) are satisfied, which implies the existence of 2<sup><i>n</i></sup> - 1 equilibrium of the form <i>x</i><sub>0</sub> = (<i>p</i><sub>1</sub>,...,<i>p</i><sub><i>n</i></sub>) where <i>p</i><sub><i>j</i></sub> = 0 or <i>p</i><sub><i>j</i></sub> = 1.      ]]></body>
<body><![CDATA[<p>One of the possible applications for system (14) when <i>n</i> = 3 could be the On the other hand, from (19) we obtain:</p>  <img src="img/revistas/rcien/v18n1/v18n1a02-ec20.jpg">      <p>The above implies that <i>x</i><sub><i>j</i></sub> &gt; O if and only if O &lt; <i>k</i> &lt; &alpha;<sub><i>n</i></sub>/4&sigma;<sub><i>n</i></sub>. Therefore, there are at least two equilibriums in <i>int</i> (<img src="img/revistas/rcien/v18n1/v18n1a02-car15.jpg"><sub>1</sub>). This completes the proof.</p>      <p>The following proposition summarizes stability results of the equilibrium of(14).</p>      <p><b>Proposition 3.</b> <i>Suppose that the system (14) has an interior steady state</i> <img src="img/revistas/rcien/v18n1/v18n1a02-car23.jpg"> &isin; <img src="img/revistas/rcien/v18n1/v18n1a02-car15.jpg"><sub>2</sub> &sub; <img src="img/revistas/rcien/v18n1/v18n1a02-car15.jpg"><sub>1</sub> <i>where</i></p>      <p><img src="img/revistas/rcien/v18n1/v18n1a02-car15.jpg"><sub>2</sub> = {<i>x</i> &isin; <font face="Lucida Grande, Lucida Sans Unicode, Lucida Sans, DejaVu Sans, Verdana, sans-serif">&#8477;</font><sup><i>n</i></sup> : 0 &le; <i>x</i><sub><i>i</i></sub> &le; 1,0 &le; <i>x</i><sub><i>i</i></sub> + <i>x</i><sub><i>j</i></sub>, &le; <i>i</i> <i>j</i> = 1,2,...,<i>n</i>}.</p>      <p><i>then this steady state is globally asymptotically stable on the interior set of</i> <img src="img/revistas/rcien/v18n1/v18n1a02-car15.jpg"><sup>1</sup>.</p>      <p><b><i>Proof.</i></b> From (14) we conclude that:</p>  <img src="img/revistas/rcien/v18n1/v18n1a02-ec21-24.jpg">      <p>From hypothesis <img src="img/revistas/rcien/v18n1/v18n1a02-car23.jpg"> &isin; <img src="img/revistas/rcien/v18n1/v18n1a02-car15.jpg"><sup>2</sup>, results that 0 &lt; <img src="img/revistas/rcien/v18n1/v18n1a02-car23.jpg"><i>1</i> + <img src="img/revistas/rcien/v18n1/v18n1a02-car23.jpg"><sub><i>j</i></sub> &lt; 1 which implies (<img src="img/revistas/rcien/v18n1/v18n1a02-car23.jpg"><sub><i>i</i></sub> + <img src="img/revistas/rcien/v18n1/v18n1a02-car23.jpg"><sub><i>j</i></sub>)<sup>2</sup> <img src="img/revistas/rcien/v18n1/v18n1a02-car23.jpg"> &lt; <img src="img/revistas/rcien/v18n1/v18n1a02-car23.jpg"><sub><i>i</i></sub> + <img src="img/revistas/rcien/v18n1/v18n1a02-car23.jpg"><sub><i>j</i></sub>, or equivalently (1-<img src="img/revistas/rcien/v18n1/v18n1a02-car23.jpg"><sub><i>i</i></sub>)<img src="img/revistas/rcien/v18n1/v18n1a02-car23.jpg"> + (1-<img src="img/revistas/rcien/v18n1/v18n1a02-car23.jpg">)<img src="img/revistas/rcien/v18n1/v18n1a02-car23.jpg"><sub><i>j</i></sub> &gt; 2<img src="img/revistas/rcien/v18n1/v18n1a02-car23.jpg"><sub><i>i</i></sub><img src="img/revistas/rcien/v18n1/v18n1a02-car23.jpg"><sub><i>j</i></sub>. The above implies that the second hypothesis of Theorem 5 is satisfied. That is <i>l</i><sub><i>ij</i></sub> &gt; 2. Therefore <img src="img/revistas/rcien/v18n1/v18n1a02-car23.jpg"> is globally asymptotically stable on interior set of <img src="img/revistas/rcien/v18n1/v18n1a02-car15.jpg"><sub>1</sub>.</p>      <p><font size="3">4.1. Numerical solutions</font></p>      <p>One of the possible applications for system (14) when <i>n</i> = 3 could be the competition among three species with logistic growth. The simulation of <a href="#fig1">Figure 1</a> was made with the following data: &alpha;<sub>1</sub> = 0.1, &alpha;<sub>2</sub>= 0.2, &alpha;<sub>3</sub>= 0.15, &sigma;<sub>1</sub> = 0.08,  &sigma;<sub>2</sub>= 0.15 and &sigma;<sub>3</sub>= 0.14. In this case the solutions of (14) tend to the coexistent equilibrium <i>P</i><sub>1</sub>= (0.68,0.72,0.53) which agrees with the theoretical results.</p>      ]]></body>
<body><![CDATA[<p align="center">Figure 1.Graphs of the component solutions <i>x</i><sub>1</sub>, <i>x</i><sub>2</sub> and <i>x</i><sub>3</sub> of (14) for <i>n</i> = 3. In this case, &alpha;<sub>1</sub>=0.1, &alpha;<sub>2</sub>=0.2, &alpha;<sub>3</sub>=0.15, &sigma;<sub>1</sub>=0.08, &sigma;<sub>2</sub>=0.15, &sigma;<sub>3</sub>=0.14.</p>      <p align="center"><a name="fig1"><img src="img/revistas/rcien/v18n1/v18n1a02-fig01.jpg"></a></p>      <p><font size="3"><b>5. Conclusion</b></font></p>      <p>In certain areas of applied mathematics such as Biomathematics, the qualitative analysis of the solutions of dynamical systems defined by ordinary differential equations is fundamental to understand problems in biology (Ibarg&uuml;en et al., 2011). In this sense, the DML is very practical and widely used to analyze the stability of dynamical systems. In this article we use the DML to establish easier conditions to verify the assurance of global asymptotic stability of the equilibrium solutions of some dynamical systems. The fact that these conditions are defined in terms of <img width="300" src="img/revistas/rcien/v18n1/v18n1a02-car30.jpg"> suggest the possibility that the stability test (Theorem 5) can be used to numerically verify asymptotic stability.</p>      <p><font size="3"><b>Acknowledgements</b></font></p>      <p>We want to thank to anonymous referees and Dr. L. Esteva for their valuable comments and suggestions that helped us to improve the paper. E. Ibarguen acknowledges support from project No 082-16/08/2013 (VIPRI-UDENAR).</p>  <hr>      <p><font size="3"><b>References</b></font></p>      <!-- ref --><p>Alexandrov, A. Y. (2003). On the Construction of Lyapunov Functions for Nolinear System. <i>Differential Equations, 41</i> (3), 303-309.    &nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;[&#160;<a href="javascript:void(0);" onclick="javascript: window.open('/scielo.php?script=sci_nlinks&ref=6343279&pid=S0121-1935201400010000200001&lng=','','width=640,height=500,resizable=yes,scrollbars=1,menubar=yes,');">Links</a>&#160;]<!-- end-ref --></p>     <!-- ref --><p>Artstein, Z. (1978). Uniform Asymptotic Stability via the Limiting Equations. <i>J. Diff. Equat., 27</i> (2), 172-189.    &nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;[&#160;<a href="javascript:void(0);" onclick="javascript: window.open('/scielo.php?script=sci_nlinks&ref=6343281&pid=S0121-1935201400010000200002&lng=','','width=640,height=500,resizable=yes,scrollbars=1,menubar=yes,');">Links</a>&#160;]<!-- end-ref --></p>     <!-- ref --><p>Barbashin, E. A. (1970). <i>Lyapunov Functions</i>. Nauka, Moscow.    &nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;[&#160;<a href="javascript:void(0);" onclick="javascript: window.open('/scielo.php?script=sci_nlinks&ref=6343283&pid=S0121-1935201400010000200003&lng=','','width=640,height=500,resizable=yes,scrollbars=1,menubar=yes,');">Links</a>&#160;]<!-- end-ref --></p>     <!-- ref --><p>Escobar, C., y Gonz&aacute;les, J. (2011). Din&aacute;mica de la bifurcaci&oacute;n de Hopf en una clase de modelos de competencia que exhiben la bifurcaci&oacute;n Zip. <i>Revista de Ingenier&iacute;a Universidad de Medell&iacute;n, 10</i> (19), 159-169.    &nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;[&#160;<a href="javascript:void(0);" onclick="javascript: window.open('/scielo.php?script=sci_nlinks&ref=6343285&pid=S0121-1935201400010000200004&lng=','','width=640,height=500,resizable=yes,scrollbars=1,menubar=yes,');">Links</a>&#160;]<!-- end-ref --></p>     <!-- ref --><p>Giesl, P., &amp; Hafstein, S. (2010). Existence of Piecewise Affine Lyapunov Functions in two Dimensions. <i>J. Math. Anal. Appl.</i>, <i>371</i> (1), 233-248.    &nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;[&#160;<a href="javascript:void(0);" onclick="javascript: window.open('/scielo.php?script=sci_nlinks&ref=6343287&pid=S0121-1935201400010000200005&lng=','','width=640,height=500,resizable=yes,scrollbars=1,menubar=yes,');">Links</a>&#160;]<!-- end-ref --></p>     <!-- ref --><p>Giesl, P., y Hafstein, S. (2012). Construction of Lyapunov Functions for Nonlinear Planar Systems by Linear Programming. <i>Journal of Mathematical Analysis and Applications</i>, <i>388</i> (1), 463-479.    &nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;[&#160;<a href="javascript:void(0);" onclick="javascript: window.open('/scielo.php?script=sci_nlinks&ref=6343289&pid=S0121-1935201400010000200006&lng=','','width=640,height=500,resizable=yes,scrollbars=1,menubar=yes,');">Links</a>&#160;]<!-- end-ref --></p>     <!-- ref --><p>Goh, B. S. (1979). Stability in Models of Mutualism, The American Naturalist. <i>The American Society of Naturalists, 113</i> (2) 261-275.    &nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;[&#160;<a href="javascript:void(0);" onclick="javascript: window.open('/scielo.php?script=sci_nlinks&ref=6343291&pid=S0121-1935201400010000200007&lng=','','width=640,height=500,resizable=yes,scrollbars=1,menubar=yes,');">Links</a>&#160;]<!-- end-ref --></p>     <!-- ref --><p>Goh, B. S. (1980). <i>Management and Analysis of Biological Populations</i>. Amsterdam, Netherlands: Elsevier Science.    &nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;[&#160;<a href="javascript:void(0);" onclick="javascript: window.open('/scielo.php?script=sci_nlinks&ref=6343293&pid=S0121-1935201400010000200008&lng=','','width=640,height=500,resizable=yes,scrollbars=1,menubar=yes,');">Links</a>&#160;]<!-- end-ref --></p>     <!-- ref --><p>Hirsch, M., &amp; Smale, S. (1974). <i>Differential Equations-Dynamical Systems and Linear Algebra</i>. New York, USA: Academic Press.    &nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;[&#160;<a href="javascript:void(0);" onclick="javascript: window.open('/scielo.php?script=sci_nlinks&ref=6343295&pid=S0121-1935201400010000200009&lng=','','width=640,height=500,resizable=yes,scrollbars=1,menubar=yes,');">Links</a>&#160;]<!-- end-ref --></p>     <!-- ref --><p>Hoffman, K., &amp; Kunze, R. (1971). <i>Linear Algebra</i> (2 ed.). Englewood Cliffs (NJ), USA: Prentice-Hall.    &nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;[&#160;<a href="javascript:void(0);" onclick="javascript: window.open('/scielo.php?script=sci_nlinks&ref=6343297&pid=S0121-1935201400010000200010&lng=','','width=640,height=500,resizable=yes,scrollbars=1,menubar=yes,');">Links</a>&#160;]<!-- end-ref --></p>     <!-- ref --><p>Ibarg&uuml;en-Mondrag&oacute;n, E., Esteva, L., &amp; Ch&aacute;vez-Gal&aacute;n, L., (2011). A Mathematical Model for Cellular Immunology of tuberculosis. <i>Journal of Mathematical Biosciences and Engineering</i>, <i>8</i> (4), 973-986.    &nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;[&#160;<a href="javascript:void(0);" onclick="javascript: window.open('/scielo.php?script=sci_nlinks&ref=6343299&pid=S0121-1935201400010000200011&lng=','','width=640,height=500,resizable=yes,scrollbars=1,menubar=yes,');">Links</a>&#160;]<!-- end-ref --></p>     <!-- ref --><p>Khalil, H. (1996). <i>Nolinear System</i> (2 ed.). London, UK: Prentice-Hall.    &nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;[&#160;<a href="javascript:void(0);" onclick="javascript: window.open('/scielo.php?script=sci_nlinks&ref=6343301&pid=S0121-1935201400010000200012&lng=','','width=640,height=500,resizable=yes,scrollbars=1,menubar=yes,');">Links</a>&#160;]<!-- end-ref --> </p>     <!-- ref --><p>Li, Y., Chen, Y., &amp; Podlubny, I. (2010). Stability of Fractional-order Nonlinear Dynamic Systems: Lyapunov Direct Method and Generalized Mittag-Leffler Stability. <i>Computers and Mathematics with Applications</i>, <i>59</i> (5), 1810-1821.    &nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;[&#160;<a href="javascript:void(0);" onclick="javascript: window.open('/scielo.php?script=sci_nlinks&ref=6343303&pid=S0121-1935201400010000200013&lng=','','width=640,height=500,resizable=yes,scrollbars=1,menubar=yes,');">Links</a>&#160;]<!-- end-ref --></p>     <!-- ref --><p>Lyapunov, A. M. (1992). <i>The General Problem of the Stability of Motion</i>. London, UK: Taylor and Francis.    &nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;[&#160;<a href="javascript:void(0);" onclick="javascript: window.open('/scielo.php?script=sci_nlinks&ref=6343305&pid=S0121-1935201400010000200014&lng=','','width=640,height=500,resizable=yes,scrollbars=1,menubar=yes,');">Links</a>&#160;]<!-- end-ref --></p>     <!-- ref --><p>Marsden, J., &amp; Tromba, A. (1976). <i>Vector Calculus</i>. New York, USA: W. H. Freeman and Company.    &nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;[&#160;<a href="javascript:void(0);" onclick="javascript: window.open('/scielo.php?script=sci_nlinks&ref=6343307&pid=S0121-1935201400010000200015&lng=','','width=640,height=500,resizable=yes,scrollbars=1,menubar=yes,');">Links</a>&#160;]<!-- end-ref --></p>     <!-- ref --><p>Mena-Lorca, J., &amp; Hethcote, H. W. (1992). Dynamics Model of Infectious Diseases as Regulator of Populations Sizes. <i>J. Math Biol</i>, <i>30</i>, 693-716.    &nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;[&#160;<a href="javascript:void(0);" onclick="javascript: window.open('/scielo.php?script=sci_nlinks&ref=6343309&pid=S0121-1935201400010000200016&lng=','','width=640,height=500,resizable=yes,scrollbars=1,menubar=yes,');">Links</a>&#160;]<!-- end-ref --></p>     <!-- ref --><p>Momani, S., &amp; Hadid, S. (2004). Lyapunov Stability Solutions of Fractional Integer-differential Equations. <i>International Journals of Mathematics and Mathematical Sciences</i>, (47), 2503-2507.    &nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;[&#160;<a href="javascript:void(0);" onclick="javascript: window.open('/scielo.php?script=sci_nlinks&ref=6343311&pid=S0121-1935201400010000200017&lng=','','width=640,height=500,resizable=yes,scrollbars=1,menubar=yes,');">Links</a>&#160;]<!-- end-ref --></p>     <!-- ref --><p>O'Regan, S. M., Kelly, T. C., Korobeinikov, A., O'Callaghan, M. J., &amp; Pokrovskii, A. V. (2010). Lyapunov functions for SIR and SIRS epidemic models. <i>Applied mathematics letters</i>, <i>23</i> (4), 446-448.    &nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;[&#160;<a href="javascript:void(0);" onclick="javascript: window.open('/scielo.php?script=sci_nlinks&ref=6343313&pid=S0121-1935201400010000200018&lng=','','width=640,height=500,resizable=yes,scrollbars=1,menubar=yes,');">Links</a>&#160;]<!-- end-ref --></p>     <!-- ref --><p>Ogata, K. (1990). <i>Moderm Control Engineering</i> (2 ed.). London, UK: Prentice-Hall.    &nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;[&#160;<a href="javascript:void(0);" onclick="javascript: window.open('/scielo.php?script=sci_nlinks&ref=6343315&pid=S0121-1935201400010000200019&lng=','','width=640,height=500,resizable=yes,scrollbars=1,menubar=yes,');">Links</a>&#160;]<!-- end-ref --></p>     <!-- ref --><p>Perko, L. (1991).<i> Differential Equations and Dynamical Systems</i>. New York, USA: Springer.    &nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;[&#160;<a href="javascript:void(0);" onclick="javascript: window.open('/scielo.php?script=sci_nlinks&ref=6343317&pid=S0121-1935201400010000200020&lng=','','width=640,height=500,resizable=yes,scrollbars=1,menubar=yes,');">Links</a>&#160;]<!-- end-ref --></p>     <!-- ref --><p>Rouche, N., Habets, P., &amp; Laloy, M. (1977). <i>Stability Theory by Liapunov's Direct Method</i>. New York, USA: Springer-Verlag.    &nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;[&#160;<a href="javascript:void(0);" onclick="javascript: window.open('/scielo.php?script=sci_nlinks&ref=6343319&pid=S0121-1935201400010000200021&lng=','','width=640,height=500,resizable=yes,scrollbars=1,menubar=yes,');">Links</a>&#160;]<!-- end-ref --></p>     <!-- ref --><p>Safi, M. A., &amp; Garba, S. (2012).<i> Global Stability Analysis of SEIR Model with Holling Type II Incidence Function; Computational and Mathematical Methods in Medicine</i>. New York, USA: Hindawi Publishing Corporation.    &nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;[&#160;<a href="javascript:void(0);" onclick="javascript: window.open('/scielo.php?script=sci_nlinks&ref=6343321&pid=S0121-1935201400010000200022&lng=','','width=640,height=500,resizable=yes,scrollbars=1,menubar=yes,');">Links</a>&#160;]<!-- end-ref --></p>     <!-- ref --><p>Takeuchy, Y. (1996). <i>Global Dynamical Properties of Lotka-Volterra System</i>. Singapore, Singapore: World Scientific.    &nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;[&#160;<a href="javascript:void(0);" onclick="javascript: window.open('/scielo.php?script=sci_nlinks&ref=6343323&pid=S0121-1935201400010000200023&lng=','','width=640,height=500,resizable=yes,scrollbars=1,menubar=yes,');">Links</a>&#160;]<!-- end-ref --></p>     <!-- ref --><p>Tarasov, V. E. (2007). <i>Fractional Stability</i>. Recovered 15/10/2016 <a href="http://arxiv.org/abs/0711.2117v1" target="_blank">http://arxiv.org/abs/0711.2117v1</a> &nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;[&#160;<a href="javascript:void(0);" onclick="javascript: window.open('/scielo.php?script=sci_nlinks&ref=6343325&pid=S0121-1935201400010000200024&lng=','','width=640,height=500,resizable=yes,scrollbars=1,menubar=yes,');">Links</a>&#160;]<!-- end-ref --><!-- ref --><p>Vasil&eacute;v, S. N. (1981). The Comparison Method in the Mathematical Theory of Systems. <i>Uravneniya</i>, <i>17</i> (9), 1562-1573.    &nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;[&#160;<a href="javascript:void(0);" onclick="javascript: window.open('/scielo.php?script=sci_nlinks&ref=6343326&pid=S0121-1935201400010000200025&lng=','','width=640,height=500,resizable=yes,scrollbars=1,menubar=yes,');">Links</a>&#160;]<!-- end-ref --></p>     <!-- ref --><p>Yoshizawa, T. (1966). <i>Stability theory by Liapunov's second method</i>, (v. 9). Tokyo, Japan: Mathematical Society of Japan.    &nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;[&#160;<a href="javascript:void(0);" onclick="javascript: window.open('/scielo.php?script=sci_nlinks&ref=6343328&pid=S0121-1935201400010000200026&lng=','','width=640,height=500,resizable=yes,scrollbars=1,menubar=yes,');">Links</a>&#160;]<!-- end-ref --></p>     <!-- ref --><p>Zhang, L., Li, J., &amp; Chen, G. (2005). Extension of Lyapunov Second Method by Fractional calculus. <i>Pure and Applied mathematics</i>, <i>3</i>, 1008-5313.    &nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;[&#160;<a href="javascript:void(0);" onclick="javascript: window.open('/scielo.php?script=sci_nlinks&ref=6343330&pid=S0121-1935201400010000200027&lng=','','width=640,height=500,resizable=yes,scrollbars=1,menubar=yes,');">Links</a>&#160;]<!-- end-ref --> </p>     ]]></body>
<body><![CDATA[<p><img src="img/revistas/rcien/v18n1/cc.jpg">    <br> Revista de Ciencias por Universidad del Valle se encuentra bajo una licencia <a href="https://creativecommons.org/licenses/by/4.0/" target="_blank">Creative Commons Reconocimiento 4.0.</a></p>   </font>      ]]></body><back>
<ref-list>
<ref id="B1">
<nlm-citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname><![CDATA[Alexandrov]]></surname>
<given-names><![CDATA[A. Y.]]></given-names>
</name>
</person-group>
<article-title xml:lang="en"><![CDATA[On the Construction of Lyapunov Functions for Nolinear System]]></article-title>
<source><![CDATA[Differential Equations]]></source>
<year>2003</year>
<volume>41</volume>
<numero>3</numero>
<issue>3</issue>
<page-range>303-309</page-range></nlm-citation>
</ref>
<ref id="B2">
<nlm-citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname><![CDATA[Artstein]]></surname>
<given-names><![CDATA[Z.]]></given-names>
</name>
</person-group>
<article-title xml:lang="en"><![CDATA[Uniform Asymptotic Stability via the Limiting Equations]]></article-title>
<source><![CDATA[J. Diff. Equat.]]></source>
<year>1978</year>
<volume>27</volume>
<numero>2</numero>
<issue>2</issue>
<page-range>172-189</page-range></nlm-citation>
</ref>
<ref id="B3">
<nlm-citation citation-type="">
<person-group person-group-type="author">
<name>
<surname><![CDATA[Barbashin]]></surname>
<given-names><![CDATA[E. A.]]></given-names>
</name>
</person-group>
<source><![CDATA[Lyapunov Functions]]></source>
<year>1970</year>
<publisher-loc><![CDATA[Nauka ]]></publisher-loc>
</nlm-citation>
</ref>
<ref id="B4">
<nlm-citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname><![CDATA[Escobar]]></surname>
<given-names><![CDATA[C.]]></given-names>
</name>
<name>
<surname><![CDATA[Gonzáles]]></surname>
<given-names><![CDATA[J.]]></given-names>
</name>
</person-group>
<article-title xml:lang="es"><![CDATA[Dinámica de la bifurcación de Hopf en una clase de modelos de competencia que exhiben la bifurcación Zip]]></article-title>
<source><![CDATA[Revista de Ingeniería Universidad de Medellín]]></source>
<year>2011</year>
<volume>10</volume>
<numero>19</numero>
<issue>19</issue>
<page-range>159-169</page-range></nlm-citation>
</ref>
<ref id="B5">
<nlm-citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname><![CDATA[Giesl]]></surname>
<given-names><![CDATA[P.]]></given-names>
</name>
<name>
<surname><![CDATA[Hafstein]]></surname>
<given-names><![CDATA[S.]]></given-names>
</name>
</person-group>
<article-title xml:lang="en"><![CDATA[Existence of Piecewise Affine Lyapunov Functions in two Dimensions]]></article-title>
<source><![CDATA[. Math. Anal. Appl.]]></source>
<year>2010</year>
<volume>371</volume>
<numero>1</numero>
<issue>1</issue>
<page-range>233-248</page-range></nlm-citation>
</ref>
<ref id="B6">
<nlm-citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname><![CDATA[Giesl]]></surname>
<given-names><![CDATA[P.]]></given-names>
</name>
<name>
<surname><![CDATA[Hafstein]]></surname>
<given-names><![CDATA[S.]]></given-names>
</name>
</person-group>
<article-title xml:lang="en"><![CDATA[Construction of Lyapunov Functions for Nonlinear Planar Systems by Linear Programming]]></article-title>
<source><![CDATA[Journal of Mathematical Analysis and Applications]]></source>
<year>2012</year>
<volume>388</volume>
<numero>1</numero>
<issue>1</issue>
<page-range>463-479</page-range></nlm-citation>
</ref>
<ref id="B7">
<nlm-citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname><![CDATA[Goh]]></surname>
<given-names><![CDATA[B. S.]]></given-names>
</name>
</person-group>
<article-title xml:lang="en"><![CDATA[Stability in Models of Mutualism, The American Naturalist]]></article-title>
<source><![CDATA[The American Society of Naturalists]]></source>
<year>1979</year>
<volume>113</volume>
<numero>2</numero>
<issue>2</issue>
<page-range>261-275</page-range></nlm-citation>
</ref>
<ref id="B8">
<nlm-citation citation-type="book">
<person-group person-group-type="author">
<name>
<surname><![CDATA[Goh]]></surname>
<given-names><![CDATA[B. S.]]></given-names>
</name>
</person-group>
<source><![CDATA[Management and Analysis of Biological Populations]]></source>
<year>1980</year>
<publisher-loc><![CDATA[Amsterdam ]]></publisher-loc>
<publisher-name><![CDATA[Elsevier Science]]></publisher-name>
</nlm-citation>
</ref>
<ref id="B9">
<nlm-citation citation-type="book">
<person-group person-group-type="author">
<name>
<surname><![CDATA[Hirsch]]></surname>
<given-names><![CDATA[M.]]></given-names>
</name>
<name>
<surname><![CDATA[Smale]]></surname>
<given-names><![CDATA[S.]]></given-names>
</name>
</person-group>
<source><![CDATA[Differential Equations-Dynamical Systems and Linear Algebra]]></source>
<year>1974</year>
<publisher-loc><![CDATA[New York ]]></publisher-loc>
<publisher-name><![CDATA[Academic Press]]></publisher-name>
</nlm-citation>
</ref>
<ref id="B10">
<nlm-citation citation-type="book">
<person-group person-group-type="author">
<name>
<surname><![CDATA[Hoffman]]></surname>
<given-names><![CDATA[K.]]></given-names>
</name>
<name>
<surname><![CDATA[Kunze]]></surname>
<given-names><![CDATA[R.]]></given-names>
</name>
</person-group>
<source><![CDATA[Linear Algebra]]></source>
<year>1971</year>
<edition>2</edition>
<publisher-loc><![CDATA[Englewood Cliffs^eNJ NJ]]></publisher-loc>
<publisher-name><![CDATA[Prentice-Hall]]></publisher-name>
</nlm-citation>
</ref>
<ref id="B11">
<nlm-citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname><![CDATA[Ibargüen-Mondragón]]></surname>
<given-names><![CDATA[E.]]></given-names>
</name>
<name>
<surname><![CDATA[Esteva]]></surname>
<given-names><![CDATA[L.]]></given-names>
</name>
<name>
<surname><![CDATA[Chávez-Galán]]></surname>
<given-names><![CDATA[L.]]></given-names>
</name>
</person-group>
<article-title xml:lang="en"><![CDATA[A Mathematical Model for Cellular Immunology of tuberculosis]]></article-title>
<source><![CDATA[Journal of Mathematical Biosciences and Engineering]]></source>
<year>2011</year>
<volume>8</volume>
<numero>4</numero>
<issue>4</issue>
<page-range>973-986</page-range></nlm-citation>
</ref>
<ref id="B12">
<nlm-citation citation-type="book">
<person-group person-group-type="author">
<name>
<surname><![CDATA[Khalil]]></surname>
<given-names><![CDATA[H.]]></given-names>
</name>
</person-group>
<source><![CDATA[Nolinear System]]></source>
<year>1996</year>
<edition>2</edition>
<publisher-loc><![CDATA[London ]]></publisher-loc>
<publisher-name><![CDATA[Prentice-Hall]]></publisher-name>
</nlm-citation>
</ref>
<ref id="B13">
<nlm-citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname><![CDATA[Li]]></surname>
<given-names><![CDATA[Y.]]></given-names>
</name>
<name>
<surname><![CDATA[Chen]]></surname>
<given-names><![CDATA[Y.]]></given-names>
</name>
<name>
<surname><![CDATA[Podlubny]]></surname>
<given-names><![CDATA[I.]]></given-names>
</name>
</person-group>
<article-title xml:lang="en"><![CDATA[Stability of Fractional-order Nonlinear Dynamic Systems: Lyapunov Direct Method and Generalized Mittag-Leffler Stability]]></article-title>
<source><![CDATA[Computers and Mathematics with Applications]]></source>
<year>2010</year>
<volume>59</volume>
<numero>5</numero>
<issue>5</issue>
<page-range>1810-1821</page-range></nlm-citation>
</ref>
<ref id="B14">
<nlm-citation citation-type="book">
<person-group person-group-type="author">
<name>
<surname><![CDATA[Lyapunov]]></surname>
<given-names><![CDATA[A. M.]]></given-names>
</name>
</person-group>
<source><![CDATA[The General Problem of the Stability of Motion]]></source>
<year>1992</year>
<publisher-loc><![CDATA[London ]]></publisher-loc>
<publisher-name><![CDATA[Taylor and Francis]]></publisher-name>
</nlm-citation>
</ref>
<ref id="B15">
<nlm-citation citation-type="book">
<person-group person-group-type="author">
<name>
<surname><![CDATA[Marsden]]></surname>
<given-names><![CDATA[J.]]></given-names>
</name>
<name>
<surname><![CDATA[Tromba]]></surname>
<given-names><![CDATA[A.]]></given-names>
</name>
</person-group>
<source><![CDATA[Vector Calculus]]></source>
<year>1976</year>
<publisher-loc><![CDATA[New York ]]></publisher-loc>
<publisher-name><![CDATA[W. H. Freeman and Company]]></publisher-name>
</nlm-citation>
</ref>
<ref id="B16">
<nlm-citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname><![CDATA[Mena-Lorca]]></surname>
<given-names><![CDATA[J.]]></given-names>
</name>
<name>
<surname><![CDATA[Hethcote]]></surname>
<given-names><![CDATA[H. W.]]></given-names>
</name>
</person-group>
<article-title xml:lang="en"><![CDATA[Dynamics Model of Infectious Diseases as Regulator of Populations Sizes]]></article-title>
<source><![CDATA[J. Math Biol]]></source>
<year>1992</year>
<volume>30</volume>
<page-range>693-716</page-range></nlm-citation>
</ref>
<ref id="B17">
<nlm-citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname><![CDATA[Momani]]></surname>
<given-names><![CDATA[S.]]></given-names>
</name>
<name>
<surname><![CDATA[Hadid]]></surname>
<given-names><![CDATA[S.]]></given-names>
</name>
</person-group>
<article-title xml:lang="en"><![CDATA[Lyapunov Stability Solutions of Fractional Integer-differential Equations]]></article-title>
<source><![CDATA[International Journals of Mathematics and Mathematical Sciences]]></source>
<year>2004</year>
<numero>47</numero>
<issue>47</issue>
<page-range>2503-2507</page-range></nlm-citation>
</ref>
<ref id="B18">
<nlm-citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname><![CDATA[O'Regan]]></surname>
<given-names><![CDATA[S. M.]]></given-names>
</name>
<name>
<surname><![CDATA[Kelly]]></surname>
<given-names><![CDATA[T. C.]]></given-names>
</name>
<name>
<surname><![CDATA[Korobeinikov]]></surname>
<given-names><![CDATA[A.]]></given-names>
</name>
<name>
<surname><![CDATA[O'Callaghan]]></surname>
<given-names><![CDATA[M. J.]]></given-names>
</name>
<name>
<surname><![CDATA[Pokrovskii]]></surname>
<given-names><![CDATA[A. V.]]></given-names>
</name>
</person-group>
<article-title xml:lang="en"><![CDATA[Lyapunov functions for SIR and SIRS epidemic models]]></article-title>
<source><![CDATA[Applied mathematics letters]]></source>
<year>2010</year>
<volume>23</volume>
<numero>4</numero>
<issue>4</issue>
<page-range>446-448</page-range></nlm-citation>
</ref>
<ref id="B19">
<nlm-citation citation-type="book">
<person-group person-group-type="author">
<name>
<surname><![CDATA[Ogata]]></surname>
<given-names><![CDATA[K.]]></given-names>
</name>
</person-group>
<source><![CDATA[Moderm Control Engineering]]></source>
<year>1990</year>
<edition>2</edition>
<publisher-loc><![CDATA[London ]]></publisher-loc>
<publisher-name><![CDATA[Prentice-Hall]]></publisher-name>
</nlm-citation>
</ref>
<ref id="B20">
<nlm-citation citation-type="book">
<person-group person-group-type="author">
<name>
<surname><![CDATA[Perko]]></surname>
<given-names><![CDATA[L.]]></given-names>
</name>
</person-group>
<source><![CDATA[Differential Equations and Dynamical Systems]]></source>
<year>1991</year>
<publisher-loc><![CDATA[New York ]]></publisher-loc>
<publisher-name><![CDATA[Springer]]></publisher-name>
</nlm-citation>
</ref>
<ref id="B21">
<nlm-citation citation-type="book">
<person-group person-group-type="author">
<name>
<surname><![CDATA[Rouche]]></surname>
<given-names><![CDATA[N.]]></given-names>
</name>
<name>
<surname><![CDATA[Habets]]></surname>
<given-names><![CDATA[P.]]></given-names>
</name>
<name>
<surname><![CDATA[Laloy]]></surname>
<given-names><![CDATA[M.]]></given-names>
</name>
</person-group>
<source><![CDATA[Stability Theory by Liapunov's Direct Method]]></source>
<year>1977</year>
<publisher-loc><![CDATA[New York ]]></publisher-loc>
<publisher-name><![CDATA[Springer-Verlag]]></publisher-name>
</nlm-citation>
</ref>
<ref id="B22">
<nlm-citation citation-type="book">
<person-group person-group-type="author">
<name>
<surname><![CDATA[Safi]]></surname>
<given-names><![CDATA[M. A.]]></given-names>
</name>
<name>
<surname><![CDATA[Garba]]></surname>
<given-names><![CDATA[S.]]></given-names>
</name>
</person-group>
<source><![CDATA[Global Stability Analysis of SEIR Model with Holling Type II Incidence Function; Computational and Mathematical Methods in Medicine]]></source>
<year>2012</year>
<publisher-loc><![CDATA[New York ]]></publisher-loc>
<publisher-name><![CDATA[Hindawi Publishing Corporation]]></publisher-name>
</nlm-citation>
</ref>
<ref id="B23">
<nlm-citation citation-type="book">
<person-group person-group-type="author">
<name>
<surname><![CDATA[Takeuchy]]></surname>
<given-names><![CDATA[Y.]]></given-names>
</name>
</person-group>
<source><![CDATA[Global Dynamical Properties of Lotka-Volterra System]]></source>
<year>1996</year>
<publisher-loc><![CDATA[Singapore ]]></publisher-loc>
<publisher-name><![CDATA[World Scientific]]></publisher-name>
</nlm-citation>
</ref>
<ref id="B24">
<nlm-citation citation-type="">
<person-group person-group-type="author">
<name>
<surname><![CDATA[Tarasov]]></surname>
<given-names><![CDATA[V. E.]]></given-names>
</name>
</person-group>
<source><![CDATA[Fractional Stability]]></source>
<year>2007</year>
</nlm-citation>
</ref>
<ref id="B25">
<nlm-citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname><![CDATA[Vasilév]]></surname>
<given-names><![CDATA[S. N.]]></given-names>
</name>
</person-group>
<article-title xml:lang="en"><![CDATA[The Comparison Method in the Mathematical Theory of Systems]]></article-title>
<source><![CDATA[Uravneniya]]></source>
<year>1981</year>
<volume>17</volume>
<numero>9</numero>
<issue>9</issue>
<page-range>1562-1573</page-range></nlm-citation>
</ref>
<ref id="B26">
<nlm-citation citation-type="book">
<person-group person-group-type="author">
<name>
<surname><![CDATA[Yoshizawa]]></surname>
<given-names><![CDATA[T.]]></given-names>
</name>
</person-group>
<source><![CDATA[Stability theory by Liapunov's second method]]></source>
<year>1966</year>
<volume>9</volume>
<publisher-loc><![CDATA[Tokyo ]]></publisher-loc>
<publisher-name><![CDATA[Mathematical Society of Japan]]></publisher-name>
</nlm-citation>
</ref>
<ref id="B27">
<nlm-citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname><![CDATA[Zhang]]></surname>
<given-names><![CDATA[L.]]></given-names>
</name>
<name>
<surname><![CDATA[Li]]></surname>
<given-names><![CDATA[J.]]></given-names>
</name>
<name>
<surname><![CDATA[Chen]]></surname>
<given-names><![CDATA[G.]]></given-names>
</name>
</person-group>
<article-title xml:lang="en"><![CDATA[Extension of Lyapunov Second Method by Fractional calculus]]></article-title>
<source><![CDATA[Pure and Applied mathematics]]></source>
<year>2005</year>
<volume>3</volume>
<page-range>1008-5313</page-range></nlm-citation>
</ref>
</ref-list>
</back>
</article>
