<?xml version="1.0" encoding="UTF-8"?><!DOCTYPE article  PUBLIC "-//NLM//DTD Journal Publishing DTD v3.0 20080202//EN" "http://dtd.nlm.nih.gov/publishing/3.0/journalpublishing3.dtd"><article xmlns:mml="http://www.w3.org/1998/Math/MathML" xmlns:xlink="http://www.w3.org/1999/xlink" dtd-version="3.0" xml:lang="en" article-type="research article"><front><journal-meta><journal-id journal-id-type="publisher-id">AM</journal-id><journal-title-group><journal-title>Applied Mathematics</journal-title></journal-title-group><issn pub-type="epub">2152-7385</issn><publisher><publisher-name>Scientific Research Publishing</publisher-name></publisher></journal-meta><article-meta><article-id pub-id-type="doi">10.4236/am.2016.76050</article-id><article-id pub-id-type="publisher-id">AM-65164</article-id><article-categories><subj-group subj-group-type="heading"><subject>Articles</subject></subj-group><subj-group subj-group-type="Discipline-v2"><subject>Physics&amp;Mathematics</subject></subj-group></article-categories><title-group><article-title>
 
 
  Modeling Insecticide Resistance in Endemic Regions of Kenya
 
</article-title></title-group><contrib-group><contrib contrib-type="author" xlink:type="simple"><name name-style="western"><surname>osephine</surname><given-names>Wairimu</given-names></name><xref ref-type="aff" rid="aff1"><sup>1</sup></xref><xref ref-type="corresp" rid="cor1"><sup>*</sup></xref></contrib><contrib contrib-type="author" xlink:type="simple"><name name-style="western"><surname>Marilyn</surname><given-names>Ronoh</given-names></name><xref ref-type="aff" rid="aff1"><sup>1</sup></xref><xref ref-type="corresp" rid="cor1"><sup>*</sup></xref></contrib></contrib-group><aff id="aff1"><addr-line>School of Mathematics, University of Nairobi, Nairobi, Kenya</addr-line></aff><author-notes><corresp id="cor1">* E-mail:<email>jwndirangu@uonbi.ac.ke(OW)</email>;<email>mcronoh1@gmail.com(MR)</email>;</corresp></author-notes><pub-date pub-type="epub"><day>24</day><month>03</month><year>2016</year></pub-date><volume>07</volume><issue>06</issue><fpage>542</fpage><lpage>555</lpage><history><date date-type="received"><day>30</day>	<month>November</month>	<year>2015</year></date><date date-type="rev-recd"><day>accepted</day>	<month>27</month>	<year>March</year>	</date><date date-type="accepted"><day>30</day>	<month>March</month>	<year>2016</year></date></history><permissions><copyright-statement>&#169; Copyright  2014 by authors and Scientific Research Publishing Inc. </copyright-statement><copyright-year>2014</copyright-year><license><license-p>This work is licensed under the Creative Commons Attribution International License (CC BY). http://creativecommons.org/licenses/by/4.0/</license-p></license></permissions><abstract><p>
 
 
  In this study, we develop an SIS model for two types of mosquitoes, a traditional one and one that is resistant to IRS and ITNs. The resistant mosquito develops behavioral adaptation to control measures put in place to reduce their biting rate. They also bite early before dusk and later after dark when people are outside the houses and nets. We determine the effect of the two types of mosquitoes on malaria transmission in Kenya. The basic reproduction number R 
  <sub>0</sub> is established as a sharp threshold that determines whether the disease dies out or persists in the population. Precisely, if R 
  <sub>0</sub> ≤ 1, the disease-free equilibrium is globally asymptotically stable and the disease always dies out and if R 
  <sub>0</sub> &gt; 1, there exists a unique endemic equilibrium which is globally stable and the disease persists. The contribution of the two types of mosquitoes to the basic reproduction number and to the level of the endemic equilibrium is analyzed.
 
</p></abstract><kwd-group><kwd>Malaria</kwd><kwd> Insecticide Resistance</kwd><kwd> ITNs</kwd><kwd> IRS</kwd><kwd> Reproduction Number</kwd></kwd-group></article-meta></front><body><sec id="s1"><title>1. Introduction</title><p>Malaria is one of the leading causes of morbidity and mortality in Kenya and it kills an estimated 34,000 children under five every year. Economically, it is estimated that 170 million working days in Kenya are lost each year because of malaria illness.</p><p>http://kenya.usaid.gov/programs/health/72.</p><p>After 1990, pyrethroids were promoted as insecticides of choice especially for Insecticides Treated Nets (ITNs) and Indoor Residual Spray (IRS) [<xref ref-type="bibr" rid="scirp.65164-ref1">1</xref>] [<xref ref-type="bibr" rid="scirp.65164-ref2">2</xref>] , due to high efficacy, rapid rate of knockdown, strong mosquito excito-repellence and low mammalian toxicity [<xref ref-type="bibr" rid="scirp.65164-ref3">3</xref>] .</p><p>In Kenya, ITNs have mainly been distributed to pregnant women and children under 5 years old by the Kenya Ministry of Health and non-governmental organizations [<xref ref-type="bibr" rid="scirp.65164-ref4">4</xref>] [<xref ref-type="bibr" rid="scirp.65164-ref5">5</xref>] . Currently, ITN coverage for children under 5 years old has increased rapidly from 7% in 2004 to 67% in 2006; this increase has been associated with a 44% reduction in malaria deaths [<xref ref-type="bibr" rid="scirp.65164-ref6">6</xref>] . However there is an increasing case resistance of mosquitoes to pyrethroid. The likely zoonotic nature of P. falciparum and the behavioral changes of mosquitoes are many new features which indicate that malaria control is not yet achieved [<xref ref-type="bibr" rid="scirp.65164-ref7">7</xref>] - [<xref ref-type="bibr" rid="scirp.65164-ref9">9</xref>] . The gains made from ITNs and IRS therefore are threatened by the development of physiological or behavioral resistance in the malaria vectors, which is widely documented [<xref ref-type="bibr" rid="scirp.65164-ref10">10</xref>] . Anopheline mosquitoes exhibit two major mechanisms of pyrethroid resistance, they are:</p><p>1) Increased level of metabolic detoxification of the insecticide,</p><p>2) Reduced sensitivity in the target sites of the insecticide. The target site of the pyrethroids is the voltage- gated sodium channel.</p><p>The second type of resistance is caused when a point mutation in the region II of the para-type sodium channel genes causes a change in affinity between the insecticide and its binding site or the sodium channel, and it induces a phenotype termed knock-down resistance (KDR) in a range of insecticides [<xref ref-type="bibr" rid="scirp.65164-ref11">11</xref>] - [<xref ref-type="bibr" rid="scirp.65164-ref14">14</xref>] . Insensitivity at the sodium channel target site also leads to cross-resistance between different classes of insecticides [<xref ref-type="bibr" rid="scirp.65164-ref15">15</xref>] .</p><p>Reports from literature confirm that use of ITNs and IRS has led to a substantial reduction in mosquitoes, reduced malaria transmission and a 44% reduction in malaria deaths [<xref ref-type="bibr" rid="scirp.65164-ref16">16</xref>] - [<xref ref-type="bibr" rid="scirp.65164-ref18">18</xref>] . However, although there was a global reduction in overall malaria transmission, 57% of the population continued to live in areas where transmission remained moderate to intense in Africa [<xref ref-type="bibr" rid="scirp.65164-ref19">19</xref>] . The ITNs and IRS intervention can reduce malaria transmission by targeting mosquitoes when they feed upon sleeping humans and/or rest inside houses, livestock shelters or other man-made structures. Despite high coverage, malaria spreading mosquitoes can maintain robust transmission because they develop resistance hence limiting the achievable impact [<xref ref-type="bibr" rid="scirp.65164-ref20">20</xref>] [<xref ref-type="bibr" rid="scirp.65164-ref21">21</xref>] . High and patchy resistance to pyrethroid insecticide has been confirmed in the endemic region of western Kenya, leaving the government with limited option but to seek other control measures [<xref ref-type="bibr" rid="scirp.65164-ref7">7</xref>] .</p><p>In this study, we develop a mathematical model with two types of vectors, one which is sensitive to the insecticides and a resistant type which adapts easily and survives despite the two types of intervention. We assume that the An. fambiae and the An. fenestus mosquito species are either sensitive or resistant to insecticides.</p><p>In section 2 we develop the model and equations. In section 3 the basic properties of the model are shown for positive invariance and computation of the basic reproduction number is also done. Section 4, we show the local and global stability of the Disease Free Equilibrium and section 6 is the conclusion.</p></sec><sec id="s2"><title>2. The Model Formulation and Equations</title><p>We shall subdivide the mosquito population in Western Kenya into the traditional (non resistant) group and the new resistant group. This new resistance type has been termed as a “super mosquito”, but for the sake of terminology, we shall refer to them generally as “resistant” mosquito vectors. We shall use the subscripts “n” to represent non resistant traditional vectors, while, “r” represents the resistant vectors.</p><p>In this model <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/10-7403002x9.png" xlink:type="simple"/></inline-formula> will represent the susceptible human hosts while <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/10-7403002x10.png" xlink:type="simple"/></inline-formula> will represent the infectious human population. The variable <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/10-7403002x11.png" xlink:type="simple"/></inline-formula> representing the total human population will be given by<inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/10-7403002x12.png" xlink:type="simple"/></inline-formula>. The non resistant susceptible (infectious) vectors will be represented by <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/10-7403002x13.png" xlink:type="simple"/></inline-formula> (<inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/10-7403002x14.png" xlink:type="simple"/></inline-formula>), respectively, while the resistant vector population will be represented likewise as <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/10-7403002x15.png" xlink:type="simple"/></inline-formula> (<inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/10-7403002x16.png" xlink:type="simple"/></inline-formula>), for the susceptible (infectious) population respectively. The total non resistant vector, therefore is given by <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/10-7403002x17.png" xlink:type="simple"/></inline-formula> and the resistant vector population by<inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/10-7403002x18.png" xlink:type="simple"/></inline-formula>. We shall use<inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/10-7403002x19.png" xlink:type="simple"/></inline-formula>, reservedly for the total resistant and non resistant vector populations respectively, hence<inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/10-7403002x20.png" xlink:type="simple"/></inline-formula>.</p><p>When there are no malaria deaths, the host population dynamics is given by<inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/10-7403002x21.png" xlink:type="simple"/></inline-formula>, and the total</p><p>human and mosquito population size <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/10-7403002x22.png" xlink:type="simple"/></inline-formula> approaches a carrying capacity <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/10-7403002x22.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/10-7403002x23.png" xlink:type="simple"/></inline-formula> for any non zero initial pop-</p><p>ulation size.</p><p>The non-resistant vector population defined by <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/10-7403002x24.png" xlink:type="simple"/></inline-formula> approaches a carrying capacity<inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/10-7403002x24.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/10-7403002x25.png" xlink:type="simple"/></inline-formula>, while the resistant vector population approaches a carrying capacity<inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/10-7403002x24.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/10-7403002x25.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/10-7403002x26.png" xlink:type="simple"/></inline-formula>.</p><p>Model assupmtions:</p><p> the two types of vectors have different biting rates hence differentiated infectivity,</p><p> the two types coexist and no vector changes status during the entire life span, i.e. not resistance vector becomes non-resistant or vice versa,</p><p> The total vector and human populations are constant.</p><p>The following parameter symbols will be used in the equations:</p><p> <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/10-7403002x27.png" xlink:type="simple"/></inline-formula>: The per capita rate of human birth,</p><p> <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/10-7403002x28.png" xlink:type="simple"/></inline-formula>: The per capita rate birth rate of traditional vector and resistant vector respectively,</p><p> <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/10-7403002x29.png" xlink:type="simple"/></inline-formula>: The proportion of infectious bites on hosts that produce a patent infection,</p><p> <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/10-7403002x30.png" xlink:type="simple"/></inline-formula>: The proportion of bites by susceptible vectors on infectious hosts that produce a patent infection,</p><p> <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/10-7403002x31.png" xlink:type="simple"/></inline-formula>: The per capita death rate for the human, traditional and resistant vectors, respectively,</p><p> <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/10-7403002x32.png" xlink:type="simple"/></inline-formula>: Hosts rate of recovery,</p><p> <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/10-7403002x33.png" xlink:type="simple"/></inline-formula>: The man biting rates of traditional and resistant vector, respectively.</p><p>The dynamics of our model will be governed by the following set of equations:</p><disp-formula id="scirp.65164-formula80"><label>(1)</label><graphic position="anchor" xlink:href="http://html.scirp.org/file/10-7403002x34.png"  xlink:type="simple"/></disp-formula><p>The term <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/10-7403002x35.png" xlink:type="simple"/></inline-formula> in the susceptible host’s compartment corresponds to a constant recruitment of susceptible hosts by natural birth.</p><p>The transmission term <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/10-7403002x36.png" xlink:type="simple"/></inline-formula> corresponds to frequency dependent infection of susceptible hosts by infectious non resistant mosquitoes, on infection they move to the infectious compartment.</p><p>The transmission term <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/10-7403002x37.png" xlink:type="simple"/></inline-formula> corresponds to frequency dependent infection of susceptible hosts by infectious resistant mosquitoes, on infection they also move to the infectious compartment.</p><p>The infected hosts who recover <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/10-7403002x38.png" xlink:type="simple"/></inline-formula> become susceptible again as malaria has no permanent immunity.</p><p>The last terms <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/10-7403002x39.png" xlink:type="simple"/></inline-formula> represents per capita deaths of the susceptible, infected hosts respectively.</p><p>In the susceptible vectors, <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/10-7403002x40.png" xlink:type="simple"/></inline-formula>represent the recruitment of susceptible non-resistant, (resistant) mosquitoes, respectively, by birth.</p><p>The term <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/10-7403002x41.png" xlink:type="simple"/></inline-formula> corresponds to the transmission of malaria to an susceptible non-resistant, (resistant) vectors, respectively, by an infected host.</p><p>Natural deaths affects all the groups as denoted by the parameter <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/10-7403002x42.png" xlink:type="simple"/></inline-formula> for the susceptible non- resistant, (resistant) vectors respectively, and <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/10-7403002x42.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/10-7403002x43.png" xlink:type="simple"/></inline-formula> for the infectious non-resistant, (resistant) vectors respectively.</p><p>Both resistant and non resistant vectors, once infected, are assumed to remain infected till death as mosquitoes do not recover or develop immunity from the parasite [<xref ref-type="bibr" rid="scirp.65164-ref22">22</xref>] [<xref ref-type="bibr" rid="scirp.65164-ref23">23</xref>] .</p><p>All the parameters in the model are non negative and the model equations are well posed.</p><p>Equation (1) is defined in feasible region</p><disp-formula id="scirp.65164-formula81"><graphic  xlink:href="http://html.scirp.org/file/10-7403002x44.png"  xlink:type="simple"/></disp-formula><p>where <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/10-7403002x45.png" xlink:type="simple"/></inline-formula> denotes the non-negative cone of <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/10-7403002x45.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/10-7403002x46.png" xlink:type="simple"/></inline-formula> including its lower dimensional faces. It is clear that Ω is positively invariant with respect to (1). We denote the boundary and the interior of Ω by <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/10-7403002x45.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/10-7403002x46.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/10-7403002x47.png" xlink:type="simple"/></inline-formula> and <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/10-7403002x45.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/10-7403002x46.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/10-7403002x47.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/10-7403002x48.png" xlink:type="simple"/></inline-formula> respectively.</p></sec><sec id="s3"><title>3. Well-Posedness of System</title><p>We use the relation <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/10-7403002x49.png" xlink:type="simple"/></inline-formula> and<inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/10-7403002x49.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/10-7403002x50.png" xlink:type="simple"/></inline-formula>, and <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/10-7403002x49.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/10-7403002x50.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/10-7403002x51.png" xlink:type="simple"/></inline-formula> to reduce Equation (1), and therefore study the system</p><disp-formula id="scirp.65164-formula82"><label>(2)</label><graphic position="anchor" xlink:href="http://html.scirp.org/file/10-7403002x52.png"  xlink:type="simple"/></disp-formula><sec id="s3_1"><title>3.1. A Compact Positively Invariant Set</title><p>In this section we prove that the following set</p><disp-formula id="scirp.65164-formula83"><graphic  xlink:href="http://html.scirp.org/file/10-7403002x53.png"  xlink:type="simple"/></disp-formula><p>is a positively invariant compact set for system (2) by barrier theorems (e.g. [<xref ref-type="bibr" rid="scirp.65164-ref24">24</xref>] [<xref ref-type="bibr" rid="scirp.65164-ref25">25</xref>] ). Moreover <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/10-7403002x54.png" xlink:type="simple"/></inline-formula> is a global attractor on the nonnegative orthant <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/10-7403002x54.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/10-7403002x55.png" xlink:type="simple"/></inline-formula></p><p>Now we show that the vector field induced by the system is either tangent or entering <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/10-7403002x56.png" xlink:type="simple"/></inline-formula> on the boundary<inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/10-7403002x56.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/10-7403002x57.png" xlink:type="simple"/></inline-formula>.</p><p> <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/10-7403002x58.png" xlink:type="simple"/></inline-formula>;</p><p> when <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/10-7403002x59.png" xlink:type="simple"/></inline-formula> and <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/10-7403002x59.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/10-7403002x60.png" xlink:type="simple"/></inline-formula> we have<inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/10-7403002x59.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/10-7403002x60.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/10-7403002x61.png" xlink:type="simple"/></inline-formula>.</p><p> <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/10-7403002x62.png" xlink:type="simple"/></inline-formula>and<inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/10-7403002x62.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/10-7403002x63.png" xlink:type="simple"/></inline-formula>;</p><p> <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/10-7403002x64.png" xlink:type="simple"/></inline-formula>and<inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/10-7403002x64.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/10-7403002x65.png" xlink:type="simple"/></inline-formula>;</p><p> since <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/10-7403002x66.png" xlink:type="simple"/></inline-formula> we have<inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/10-7403002x66.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/10-7403002x67.png" xlink:type="simple"/></inline-formula>;</p><p> since <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/10-7403002x68.png" xlink:type="simple"/></inline-formula> we have<inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/10-7403002x68.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/10-7403002x69.png" xlink:type="simple"/></inline-formula>;</p><p> when <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/10-7403002x70.png" xlink:type="simple"/></inline-formula> and <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/10-7403002x70.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/10-7403002x71.png" xlink:type="simple"/></inline-formula> we have<inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/10-7403002x70.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/10-7403002x71.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/10-7403002x72.png" xlink:type="simple"/></inline-formula>;</p><p> when <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/10-7403002x73.png" xlink:type="simple"/></inline-formula> and <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/10-7403002x73.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/10-7403002x74.png" xlink:type="simple"/></inline-formula> we have<inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/10-7403002x73.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/10-7403002x74.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/10-7403002x75.png" xlink:type="simple"/></inline-formula>;</p><p>We denote the demographic equilibria by<inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/10-7403002x76.png" xlink:type="simple"/></inline-formula>, <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/10-7403002x76.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/10-7403002x77.png" xlink:type="simple"/></inline-formula>and<inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/10-7403002x76.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/10-7403002x77.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/10-7403002x78.png" xlink:type="simple"/></inline-formula>.</p><p>The total human population is given by<inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/10-7403002x79.png" xlink:type="simple"/></inline-formula>. In the absence of the disease <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/10-7403002x79.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/10-7403002x80.png" xlink:type="simple"/></inline-formula> and the equation becomes<inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/10-7403002x79.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/10-7403002x80.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/10-7403002x81.png" xlink:type="simple"/></inline-formula>, which can be written as</p><disp-formula id="scirp.65164-formula84"><graphic  xlink:href="http://html.scirp.org/file/10-7403002x82.png"  xlink:type="simple"/></disp-formula><p>The Integrating factor for this linear differential equation is given by</p><disp-formula id="scirp.65164-formula85"><graphic  xlink:href="http://html.scirp.org/file/10-7403002x83.png"  xlink:type="simple"/></disp-formula><p>Thus</p><disp-formula id="scirp.65164-formula86"><graphic  xlink:href="http://html.scirp.org/file/10-7403002x84.png"  xlink:type="simple"/></disp-formula><p>Integrating both sides we and applying the intial conditions (<inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/10-7403002x85.png" xlink:type="simple"/></inline-formula>) we have</p><disp-formula id="scirp.65164-formula87"><graphic  xlink:href="http://html.scirp.org/file/10-7403002x86.png"  xlink:type="simple"/></disp-formula><p>The Equation for the Traditional non reistant mosquito <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/10-7403002x87.png" xlink:type="simple"/></inline-formula> is given by<inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/10-7403002x87.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/10-7403002x88.png" xlink:type="simple"/></inline-formula>, which can be written as</p><disp-formula id="scirp.65164-formula88"><graphic  xlink:href="http://html.scirp.org/file/10-7403002x89.png"  xlink:type="simple"/></disp-formula><p>The Integrating factor for this linear differential equation is given by</p><disp-formula id="scirp.65164-formula89"><graphic  xlink:href="http://html.scirp.org/file/10-7403002x90.png"  xlink:type="simple"/></disp-formula><p>Thus</p><disp-formula id="scirp.65164-formula90"><graphic  xlink:href="http://html.scirp.org/file/10-7403002x91.png"  xlink:type="simple"/></disp-formula><p>Integrating both sides we and applying the intial conditions (<inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/10-7403002x92.png" xlink:type="simple"/></inline-formula>) we have</p><disp-formula id="scirp.65164-formula91"><graphic  xlink:href="http://html.scirp.org/file/10-7403002x93.png"  xlink:type="simple"/></disp-formula><p>Finally, the equation for the resistant mosquito given by<inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/10-7403002x94.png" xlink:type="simple"/></inline-formula>, can be written as</p><disp-formula id="scirp.65164-formula92"><graphic  xlink:href="http://html.scirp.org/file/10-7403002x95.png"  xlink:type="simple"/></disp-formula><p>The Integrating factor for this linear differential equation is given by</p><disp-formula id="scirp.65164-formula93"><graphic  xlink:href="http://html.scirp.org/file/10-7403002x96.png"  xlink:type="simple"/></disp-formula><p>Thus</p><disp-formula id="scirp.65164-formula94"><graphic  xlink:href="http://html.scirp.org/file/10-7403002x97.png"  xlink:type="simple"/></disp-formula><p>Integrating both sides we and applying the intial conditions (<inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/10-7403002x98.png" xlink:type="simple"/></inline-formula>) we have</p><disp-formula id="scirp.65164-formula95"><graphic  xlink:href="http://html.scirp.org/file/10-7403002x99.png"  xlink:type="simple"/></disp-formula><p>Thus the feasible set for the model system (1) is given by<inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/10-7403002x100.png" xlink:type="simple"/></inline-formula>, which is a positively invariant set. Hence the model is well posed and biologically meaningful.</p></sec><sec id="s3_2"><title>3.2. Basic Reproduction Number</title><disp-formula id="scirp.65164-formula96"><graphic  xlink:href="http://html.scirp.org/file/10-7403002x101.png"  xlink:type="simple"/></disp-formula><disp-formula id="scirp.65164-formula97"><graphic  xlink:href="http://html.scirp.org/file/10-7403002x102.png"  xlink:type="simple"/></disp-formula><disp-formula id="scirp.65164-formula98"><label>(3)</label><graphic position="anchor" xlink:href="http://html.scirp.org/file/10-7403002x103.png"  xlink:type="simple"/></disp-formula><p>which can be simplified as</p><disp-formula id="scirp.65164-formula99"><label>(4)</label><graphic position="anchor" xlink:href="http://html.scirp.org/file/10-7403002x104.png"  xlink:type="simple"/></disp-formula><p>The expression <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/10-7403002x105.png" xlink:type="simple"/></inline-formula> is caled the basic reproduction number, with a biological meaning that is can be inter-</p><p>preted from terms under the square root sign. The first term<inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/10-7403002x106.png" xlink:type="simple"/></inline-formula>, represents the number of secondary human infections caused by one infected resistant and one none resistant mosquito vector. The term <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/10-7403002x106.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/10-7403002x107.png" xlink:type="simple"/></inline-formula> represents the number of secondary mosquito infections caused by one infected human to an non-resistant vector, while <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/10-7403002x106.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/10-7403002x107.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/10-7403002x108.png" xlink:type="simple"/></inline-formula> represents the number of secondary infections to a resistant mosquito vector by a hu-</p><p>man host. The square root sign represent the two generations that the disease has to undergo from a mosquito to a human being and to a mosquito again or vice versa for the infection to take place. It is a number that determines the threshold for disease spread, as well as a control tool that whose parameters can be targeted for control.</p></sec></sec><sec id="s4"><title>4. Stability of Disease-Free Equilibrium Solution</title><p>Jacobian evaluated at disease-free equilibrium solution:</p><disp-formula id="scirp.65164-formula100"><graphic  xlink:href="http://html.scirp.org/file/10-7403002x109.png"  xlink:type="simple"/></disp-formula><p>Characteristic polynomial:</p><disp-formula id="scirp.65164-formula101"><label>(5)</label><graphic position="anchor" xlink:href="http://html.scirp.org/file/10-7403002x110.png"  xlink:type="simple"/></disp-formula><p>where</p><disp-formula id="scirp.65164-formula102"><graphic  xlink:href="http://html.scirp.org/file/10-7403002x111.png"  xlink:type="simple"/></disp-formula><disp-formula id="scirp.65164-formula103"><graphic  xlink:href="http://html.scirp.org/file/10-7403002x112.png"  xlink:type="simple"/></disp-formula><disp-formula id="scirp.65164-formula104"><graphic  xlink:href="http://html.scirp.org/file/10-7403002x113.png"  xlink:type="simple"/></disp-formula><disp-formula id="scirp.65164-formula105"><graphic  xlink:href="http://html.scirp.org/file/10-7403002x114.png"  xlink:type="simple"/></disp-formula><p>it is easy to show that</p><disp-formula id="scirp.65164-formula106"><graphic  xlink:href="http://html.scirp.org/file/10-7403002x115.png"  xlink:type="simple"/></disp-formula><p>which is positive if<inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/10-7403002x116.png" xlink:type="simple"/></inline-formula>.</p><disp-formula id="scirp.65164-formula107"><graphic  xlink:href="http://html.scirp.org/file/10-7403002x117.png"  xlink:type="simple"/></disp-formula><p>This means all the roots of the polynomial equations are negative, hence the system is locally asymptotically stable.</p>Global Stability of the DFE<p>The local dynamics of a general SIS and SI model is determined by the reproduction number<inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/10-7403002x118.png" xlink:type="simple"/></inline-formula>. If<inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/10-7403002x118.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/10-7403002x119.png" xlink:type="simple"/></inline-formula>, then each infected individual in its entire period of infectiousness will produce less than one infected individual on average. This means that the disease will be wiped out of the population. If<inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/10-7403002x118.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/10-7403002x119.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/10-7403002x120.png" xlink:type="simple"/></inline-formula>, then each infected individual in its entire infectious period having contact with susceptible individuals will produce more than one infected individual implying that the disease persists in the population. If<inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/10-7403002x118.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/10-7403002x119.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/10-7403002x120.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/10-7403002x121.png" xlink:type="simple"/></inline-formula>, and this is defined as the disease threshold, then one individual infects one more individual. For <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/10-7403002x118.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/10-7403002x119.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/10-7403002x120.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/10-7403002x121.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/10-7403002x122.png" xlink:type="simple"/></inline-formula> the disease free equilibrium is locally asymptotically stable while for <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/10-7403002x118.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/10-7403002x119.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/10-7403002x120.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/10-7403002x121.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/10-7403002x122.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/10-7403002x123.png" xlink:type="simple"/></inline-formula> the disease free equilibrium becomes unstable. By using the theory of Lasalle-Lyapunov function V, we will show the global asymptotic stability. The disease free equilibrium point is<inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/10-7403002x118.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/10-7403002x119.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/10-7403002x120.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/10-7403002x121.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/10-7403002x122.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/10-7403002x123.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/10-7403002x124.png" xlink:type="simple"/></inline-formula>.</p><p>Theorem</p><p>If<inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/10-7403002x125.png" xlink:type="simple"/></inline-formula>, then the disease-free equilibrium <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/10-7403002x125.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/10-7403002x126.png" xlink:type="simple"/></inline-formula> of the system is globally asymptotically stable on<inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/10-7403002x125.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/10-7403002x126.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/10-7403002x127.png" xlink:type="simple"/></inline-formula>.</p><p>Proof</p><p>We construct the following Lasalle-Lyapunov function <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/10-7403002x128.png" xlink:type="simple"/></inline-formula> on the positively invariant compact set<inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/10-7403002x128.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/10-7403002x129.png" xlink:type="simple"/></inline-formula>. Thus on<inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/10-7403002x128.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/10-7403002x129.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/10-7403002x130.png" xlink:type="simple"/></inline-formula>, <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/10-7403002x128.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/10-7403002x129.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/10-7403002x130.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/10-7403002x131.png" xlink:type="simple"/></inline-formula>is continuous and non negative.</p><p>We define</p><disp-formula id="scirp.65164-formula108"><graphic  xlink:href="http://html.scirp.org/file/10-7403002x132.png"  xlink:type="simple"/></disp-formula><p>The system of ordinary differential equations given by Equation (2) can be written as</p><disp-formula id="scirp.65164-formula109"><label>(6)</label><graphic position="anchor" xlink:href="http://html.scirp.org/file/10-7403002x133.png"  xlink:type="simple"/></disp-formula><p>This can be written as <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/10-7403002x134.png" xlink:type="simple"/></inline-formula> where</p><p><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/10-7403002x135.png" xlink:type="simple"/></inline-formula>and<inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/10-7403002x135.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/10-7403002x136.png" xlink:type="simple"/></inline-formula>.</p><p>If we define</p><disp-formula id="scirp.65164-formula110"><graphic  xlink:href="http://html.scirp.org/file/10-7403002x137.png"  xlink:type="simple"/></disp-formula><p>then the derivative along the trajectories is given by <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/10-7403002x138.png" xlink:type="simple"/></inline-formula> as</p><disp-formula id="scirp.65164-formula111"><graphic  xlink:href="http://html.scirp.org/file/10-7403002x139.png"  xlink:type="simple"/></disp-formula><p>We define the set<inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/10-7403002x140.png" xlink:type="simple"/></inline-formula>. The largest invariant set is contained in the set E</p><p>for which <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/10-7403002x141.png" xlink:type="simple"/></inline-formula> or <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/10-7403002x141.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/10-7403002x142.png" xlink:type="simple"/></inline-formula> or<inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/10-7403002x141.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/10-7403002x142.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/10-7403002x143.png" xlink:type="simple"/></inline-formula>. Thus <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/10-7403002x141.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/10-7403002x142.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/10-7403002x143.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/10-7403002x144.png" xlink:type="simple"/></inline-formula> when <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/10-7403002x141.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/10-7403002x142.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/10-7403002x143.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/10-7403002x144.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/10-7403002x145.png" xlink:type="simple"/></inline-formula> and<inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/10-7403002x141.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/10-7403002x142.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/10-7403002x143.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/10-7403002x144.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/10-7403002x145.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/10-7403002x146.png" xlink:type="simple"/></inline-formula>. If <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/10-7403002x141.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/10-7403002x142.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/10-7403002x143.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/10-7403002x144.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/10-7403002x145.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/10-7403002x146.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/10-7403002x147.png" xlink:type="simple"/></inline-formula> or <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/10-7403002x141.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/10-7403002x142.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/10-7403002x143.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/10-7403002x144.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/10-7403002x145.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/10-7403002x146.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/10-7403002x147.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/10-7403002x148.png" xlink:type="simple"/></inline-formula> and<inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/10-7403002x141.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/10-7403002x142.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/10-7403002x143.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/10-7403002x144.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/10-7403002x145.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/10-7403002x146.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/10-7403002x147.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/10-7403002x148.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/10-7403002x149.png" xlink:type="simple"/></inline-formula>, <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/10-7403002x141.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/10-7403002x142.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/10-7403002x143.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/10-7403002x144.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/10-7403002x145.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/10-7403002x146.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/10-7403002x147.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/10-7403002x148.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/10-7403002x149.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/10-7403002x150.png" xlink:type="simple"/></inline-formula>then<inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/10-7403002x141.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/10-7403002x142.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/10-7403002x143.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/10-7403002x144.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/10-7403002x145.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/10-7403002x146.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/10-7403002x147.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/10-7403002x148.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/10-7403002x149.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/10-7403002x150.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/10-7403002x151.png" xlink:type="simple"/></inline-formula>. Thus by Lasalle’s invariance principle the disease free equilibrium is globally asymptotically stable on<inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/10-7403002x141.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/10-7403002x142.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/10-7403002x143.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/10-7403002x144.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/10-7403002x145.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/10-7403002x146.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/10-7403002x147.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/10-7403002x148.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/10-7403002x149.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/10-7403002x150.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/10-7403002x151.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/10-7403002x152.png" xlink:type="simple"/></inline-formula>.</p></sec><sec id="s5"><title>5. The Endemic Equilibrium, EE</title><sec id="s5_1"><title>5.1. Local Stability of the Endemic Equilibrium, EE</title><p>Theorem</p><p>The endemic equilibrium<inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/10-7403002x153.png" xlink:type="simple"/></inline-formula>, <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/10-7403002x153.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/10-7403002x154.png" xlink:type="simple"/></inline-formula>and <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/10-7403002x153.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/10-7403002x154.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/10-7403002x155.png" xlink:type="simple"/></inline-formula> is locally asymptotically stable on<inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/10-7403002x153.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/10-7403002x154.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/10-7403002x155.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/10-7403002x156.png" xlink:type="simple"/></inline-formula>.</p><p>Proof</p><p>The system of equations 5 can also be expressed as follows when we let <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/10-7403002x157.png" xlink:type="simple"/></inline-formula></p><disp-formula id="scirp.65164-formula112"><label>(7)</label><graphic position="anchor" xlink:href="http://html.scirp.org/file/10-7403002x158.png"  xlink:type="simple"/></disp-formula><p>The Jacobian computed at the endemic equilibrium using the relations given by Equation (6) can be expressed as:</p><disp-formula id="scirp.65164-formula113"><graphic  xlink:href="http://html.scirp.org/file/10-7403002x159.png"  xlink:type="simple"/></disp-formula><p>To determine the stability of the endemic equilibrium<inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/10-7403002x160.png" xlink:type="simple"/></inline-formula>, we use the Routh-Hurwitz stability criteria on the characteristic equation of a third degree polynomial given by<inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/10-7403002x160.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/10-7403002x161.png" xlink:type="simple"/></inline-formula>. We say that <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/10-7403002x160.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/10-7403002x161.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/10-7403002x162.png" xlink:type="simple"/></inline-formula> is Hurwitz iff <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/10-7403002x160.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/10-7403002x161.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/10-7403002x162.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/10-7403002x163.png" xlink:type="simple"/></inline-formula> and<inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/10-7403002x160.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/10-7403002x161.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/10-7403002x162.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/10-7403002x163.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/10-7403002x164.png" xlink:type="simple"/></inline-formula>.</p><p>The coefficient<inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/10-7403002x165.png" xlink:type="simple"/></inline-formula>, <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/10-7403002x165.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/10-7403002x166.png" xlink:type="simple"/></inline-formula>= sum of the determinants of all the principal minors of</p><p><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/10-7403002x167.png" xlink:type="simple"/></inline-formula>and<inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/10-7403002x167.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/10-7403002x168.png" xlink:type="simple"/></inline-formula>.</p><p>The trace of J will be given as</p><disp-formula id="scirp.65164-formula114"><graphic  xlink:href="http://html.scirp.org/file/10-7403002x169.png"  xlink:type="simple"/></disp-formula><disp-formula id="scirp.65164-formula115"><graphic  xlink:href="http://html.scirp.org/file/10-7403002x170.png"  xlink:type="simple"/></disp-formula><p><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/10-7403002x171.png" xlink:type="simple"/></inline-formula>iff <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/10-7403002x171.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/10-7403002x172.png" xlink:type="simple"/></inline-formula></p><disp-formula id="scirp.65164-formula116"><graphic  xlink:href="http://html.scirp.org/file/10-7403002x173.png"  xlink:type="simple"/></disp-formula><p><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/10-7403002x174.png" xlink:type="simple"/></inline-formula>iff <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/10-7403002x174.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/10-7403002x175.png" xlink:type="simple"/></inline-formula></p><p>To prove the Routh-Hurwitz stability criteria we compute <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/10-7403002x176.png" xlink:type="simple"/></inline-formula> to obtain</p><disp-formula id="scirp.65164-formula117"><graphic  xlink:href="http://html.scirp.org/file/10-7403002x177.png"  xlink:type="simple"/></disp-formula><p><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/10-7403002x178.png" xlink:type="simple"/></inline-formula>iff</p><disp-formula id="scirp.65164-formula118"><graphic  xlink:href="http://html.scirp.org/file/10-7403002x179.png"  xlink:type="simple"/></disp-formula><p>The requirements of Routh-Hurwitz stability criteria are satisfied hence this proves that the endemic equilibrium is locally asymptotically stable<inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/10-7403002x180.png" xlink:type="simple"/></inline-formula>.</p></sec><sec id="s5_2"><title>5.2. Global Stability of the EE</title><p>Theorem</p><p>The endemic equilibrium is globally asymptotically stable on <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/10-7403002x181.png" xlink:type="simple"/></inline-formula> if<inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/10-7403002x181.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/10-7403002x182.png" xlink:type="simple"/></inline-formula>.</p><p>Proof</p><p>We will prove the global stability of the Endemic Equilibrium by using the following Lyapunov function proposed by Cai and Li (2007). Thus we have:</p><disp-formula id="scirp.65164-formula119"><graphic  xlink:href="http://html.scirp.org/file/10-7403002x183.png"  xlink:type="simple"/></disp-formula><p>Then the derivative of<inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/10-7403002x184.png" xlink:type="simple"/></inline-formula>, obtained by direct calculation along the solution of <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/10-7403002x184.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/10-7403002x185.png" xlink:type="simple"/></inline-formula> is given by</p><disp-formula id="scirp.65164-formula120"><label>(8)</label><graphic position="anchor" xlink:href="http://html.scirp.org/file/10-7403002x186.png"  xlink:type="simple"/></disp-formula><p>Substituting the expressions of the model system <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/10-7403002x187.png" xlink:type="simple"/></inline-formula> into the equation 7 above we get</p><disp-formula id="scirp.65164-formula121"><graphic  xlink:href="http://html.scirp.org/file/10-7403002x188.png"  xlink:type="simple"/></disp-formula><p><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/10-7403002x189.png" xlink:type="simple"/></inline-formula>can be written as</p><disp-formula id="scirp.65164-formula122"><label>(9)</label><graphic position="anchor" xlink:href="http://html.scirp.org/file/10-7403002x190.png"  xlink:type="simple"/></disp-formula><p>where F represents the positive terms of the equation above and G represents the negative terms of the said equation. The expression of F and G are as follows:</p><disp-formula id="scirp.65164-formula123"><graphic  xlink:href="http://html.scirp.org/file/10-7403002x191.png"  xlink:type="simple"/></disp-formula><disp-formula id="scirp.65164-formula124"><graphic  xlink:href="http://html.scirp.org/file/10-7403002x192.png"  xlink:type="simple"/></disp-formula><p>Thus from equation 8 if <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/10-7403002x193.png" xlink:type="simple"/></inline-formula> then we obtain that<inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/10-7403002x193.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/10-7403002x194.png" xlink:type="simple"/></inline-formula>. We have that <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/10-7403002x193.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/10-7403002x194.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/10-7403002x195.png" xlink:type="simple"/></inline-formula> if and only if<inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/10-7403002x193.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/10-7403002x194.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/10-7403002x195.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/10-7403002x196.png" xlink:type="simple"/></inline-formula>, <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/10-7403002x193.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/10-7403002x194.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/10-7403002x195.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/10-7403002x196.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/10-7403002x197.png" xlink:type="simple"/></inline-formula>and<inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/10-7403002x193.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/10-7403002x194.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/10-7403002x195.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/10-7403002x196.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/10-7403002x197.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/10-7403002x198.png" xlink:type="simple"/></inline-formula>.</p><p>We define the set<inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/10-7403002x199.png" xlink:type="simple"/></inline-formula>. Therefore the largest compact invariant set is the singleton</p><p>set <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/10-7403002x200.png" xlink:type="simple"/></inline-formula> which is the endemic equilibrium. By Lasalle Invariance principle <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/10-7403002x200.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/10-7403002x201.png" xlink:type="simple"/></inline-formula> is globally asymptotically stable on<inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/10-7403002x200.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/10-7403002x201.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/10-7403002x202.png" xlink:type="simple"/></inline-formula>.</p><p>NB: In an upcoming article, we include a human protection factor and the development of mosquito resistance during their life time. Wa also allow some resistant vectors to become sensitive to insecticides.</p></sec></sec><sec id="s6"><title>6. Conclusion</title><p>In this study, we formulated a malaria model representing the transmission of malaria by two types of vectors; the traditional mosquito which is sensitive to insecticides in ITNS and IRS, and a resistant type which is able to survive despite the control measures aimed at shortening their life span and limiting the biting rate. The basic reproduction number is determined as a contribution of the two types of vectors. The model is shown to be positively invariant, hence well posed. The Disease Free Equilibrium and the Endemic equilibrium are shown to be locally and globally asymptotically stable when <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/10-7403002x203.png" xlink:type="simple"/></inline-formula> and<inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/10-7403002x203.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/10-7403002x204.png" xlink:type="simple"/></inline-formula>, respectively. The development of resistance in sensitive mosquitoes and the loss of resistance in resistant mosquitoes will be done in an upcoming article.</p></sec><sec id="s7"><title>Acknowledgements</title><p>We wish to thank Calistus Ngonghala for the contribution and advise he gave during the formulation of this model.</p></sec><sec id="s8"><title>Cite this paper</title><p>Josephine Wairimu,Marilyn Ronoh, (2016) Modeling Insecticide Resistance in Endemic Regions of Kenya. 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