<?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">JAMP</journal-id><journal-title-group><journal-title>Journal of Applied Mathematics and Physics</journal-title></journal-title-group><issn pub-type="epub">2327-4352</issn><publisher><publisher-name>Scientific Research Publishing</publisher-name></publisher></journal-meta><article-meta><article-id pub-id-type="doi">10.4236/jamp.2015.35062</article-id><article-id pub-id-type="publisher-id">JAMP-56304</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>
 
 
  Deviations of Steady States of the Traveling Wave to a Competition Diffusion System with Random Perturbation
 
</article-title></title-group><contrib-group><contrib contrib-type="author" xlink:type="simple"><name name-style="western"><surname>iaorong</surname><given-names>Hu</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>Yanbin</surname><given-names>Tang</given-names></name><xref ref-type="aff" rid="aff2"><sup>2</sup></xref><xref ref-type="corresp" rid="cor1"><sup>*</sup></xref></contrib></contrib-group><aff id="aff2"><addr-line>School of Mathematics and Statistics, Huazhong University of Science and Technology, Wuhan, China</addr-line></aff><aff id="aff1"><addr-line>Department of Mathematics, National University of Defense Technology, Changsha, China</addr-line></aff><author-notes><corresp id="cor1">* E-mail:<email>2472069301@qq.com(IH)</email>;<email>tangybhust@sina.com(YT)</email>;</corresp></author-notes><pub-date pub-type="epub"><day>11</day><month>05</month><year>2015</year></pub-date><volume>03</volume><issue>05</issue><fpage>496</fpage><lpage>508</lpage><history><date date-type="received"><day>7</day>	<month>April</month>	<year>2015</year></date><date date-type="rev-recd"><day>accepted</day>	<month>11</month>	<year>May</year>	</date><date date-type="accepted"><day>14</day>	<month>May</month>	<year>2015</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>
 
 
  This paper considers the asymptotic dynamics of steady states to the Lotka-Volterra competition diffusion systems with random perturbations by two-parameter white noise on the whole real line. By the fundamental solution of heat equation, we get the asymptotic fluctuating behaviors near the stable states respectively. That is, near the steady state (
  u,
  v)=(0,1), the mean value 
  Eu(
  x,
  t) is shifted above the equilibrium 
  u=0 and 
  Ev(
  x,
  t) is shifted below the equilibrium 
  v=1. However, near the steady state (
  u,
  v)=(1,0), the mean value 
  Eu(
  x,
  t) is shifted below the equilibrium 
  u =1 and 
  Eu(
  x,
  t)=0.
 
</p></abstract><kwd-group><kwd>Lotka-Volterra Competition Diffusion System</kwd><kwd> Random Perturbation</kwd><kwd> Two-Parameter White Noise</kwd></kwd-group></article-meta></front><body><sec id="s1"><title>1. Introduction</title><p>Nonlinear reaction diffusion systems arise in several fields and have been studied by many authors (see [<xref ref-type="bibr" rid="scirp.56304-ref1">1</xref>] and the references therein). The theory of reaction diffusion waves began in the 1930s with the works by Fisher [<xref ref-type="bibr" rid="scirp.56304-ref2">2</xref>] [<xref ref-type="bibr" rid="scirp.56304-ref3">3</xref>] , Kolmogorov, Petrovsky and Piskunov [<xref ref-type="bibr" rid="scirp.56304-ref4">4</xref>] on propagation of dominant gene and by Zeldovich et al. [<xref ref-type="bibr" rid="scirp.56304-ref5">5</xref>] in population dynamics, mathematical theory of combustion and chemical kinetics [<xref ref-type="bibr" rid="scirp.56304-ref6">6</xref>] . For example, H. C. Tuck- well [<xref ref-type="bibr" rid="scirp.56304-ref7">7</xref>] considered the general nonlinear reaction diffusion equation driven by two-parameter white noise</p><disp-formula id="scirp.56304-formula811"><label>(1)</label><graphic position="anchor" xlink:href="http://html.scirp.org/file/5-1720288x14.png"  xlink:type="simple"/></disp-formula><p>where <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/5-1720288x15.png" xlink:type="simple"/></inline-formula> was a standard two-parameter Wiener process, i.e., a Gaussian process</p><p>with<inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/5-1720288x16.png" xlink:type="simple"/></inline-formula>, <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/5-1720288x17.png" xlink:type="simple"/></inline-formula>, <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/5-1720288x18.png" xlink:type="simple"/></inline-formula>was a small real constant, and g was a</p><p>function at least twice differentiable at equilibrium.</p><p>At present time, it is a well developed area of research which includes qualitative properties of traveling wavefronts for many complex systems. Traveling waves are natural phenomena ubiquitously for reaction diff- usion systems in many scientific areas, such as in biophysics, population genetics, mathematical ecology, chemistry, chemical physics and so on [<xref ref-type="bibr" rid="scirp.56304-ref8">8</xref>] -[<xref ref-type="bibr" rid="scirp.56304-ref14">14</xref>] . It is pretty well understood for a diffusing Lotka-Volterra (LV) system that there exist traveling wavefronts which propagate from an equilibrium to another one [<xref ref-type="bibr" rid="scirp.56304-ref15">15</xref>] .</p><p>Consider the LV competition-diffusion system</p><disp-formula id="scirp.56304-formula812"><label>(2)</label><graphic position="anchor" xlink:href="http://html.scirp.org/file/5-1720288x19.png"  xlink:type="simple"/></disp-formula><p>where<inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/5-1720288x20.png" xlink:type="simple"/></inline-formula>, and <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/5-1720288x20.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/5-1720288x21.png" xlink:type="simple"/></inline-formula> are positive constants. We look for a monotone travel- ing wave solution of (2)<inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/5-1720288x20.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/5-1720288x21.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/5-1720288x22.png" xlink:type="simple"/></inline-formula>, <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/5-1720288x20.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/5-1720288x21.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/5-1720288x22.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/5-1720288x23.png" xlink:type="simple"/></inline-formula>, with wave speed c under the boundary value conditions</p><disp-formula id="scirp.56304-formula813"><label>(3)</label><graphic position="anchor" xlink:href="http://html.scirp.org/file/5-1720288x24.png"  xlink:type="simple"/></disp-formula><p>where <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/5-1720288x25.png" xlink:type="simple"/></inline-formula> and <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/5-1720288x25.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/5-1720288x26.png" xlink:type="simple"/></inline-formula> are equilibria of (2):</p><disp-formula id="scirp.56304-formula814"><label>(4)</label><graphic position="anchor" xlink:href="http://html.scirp.org/file/5-1720288x27.png"  xlink:type="simple"/></disp-formula><p>For <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/5-1720288x28.png" xlink:type="simple"/></inline-formula> or<inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/5-1720288x28.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/5-1720288x29.png" xlink:type="simple"/></inline-formula>, <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/5-1720288x28.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/5-1720288x29.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/5-1720288x30.png" xlink:type="simple"/></inline-formula>is a positive equilibrium. By the phase plane technique of</p><p>ordinary differential equations in the first quadrant, we have the following cases for the system (see [<xref ref-type="bibr" rid="scirp.56304-ref3">3</xref>] ).</p><p>1) Monostable case:</p><p><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/5-1720288x31.png" xlink:type="simple"/></inline-formula>is stable; <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/5-1720288x31.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/5-1720288x32.png" xlink:type="simple"/></inline-formula>is unstable,<inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/5-1720288x31.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/5-1720288x32.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/5-1720288x33.png" xlink:type="simple"/></inline-formula>;</p><p><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/5-1720288x34.png" xlink:type="simple"/></inline-formula>is unstable; <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/5-1720288x34.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/5-1720288x35.png" xlink:type="simple"/></inline-formula>is stable,<inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/5-1720288x34.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/5-1720288x35.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/5-1720288x36.png" xlink:type="simple"/></inline-formula>.</p><p>2) Coexistence case:</p><p><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/5-1720288x37.png" xlink:type="simple"/></inline-formula>is stable,<inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/5-1720288x37.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/5-1720288x38.png" xlink:type="simple"/></inline-formula>.</p><p>3) Bistable case:</p><p><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/5-1720288x39.png" xlink:type="simple"/></inline-formula>and <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/5-1720288x39.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/5-1720288x40.png" xlink:type="simple"/></inline-formula> are stable,<inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/5-1720288x39.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/5-1720288x40.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/5-1720288x41.png" xlink:type="simple"/></inline-formula>.</p><p>Traveling wavefronts of the system (2) have been studied very extensively. We refer readers to the references for traveling wave solutions connecting two equilibria.</p><p>1) Conley and Gardner [<xref ref-type="bibr" rid="scirp.56304-ref16">16</xref>] [<xref ref-type="bibr" rid="scirp.56304-ref17">17</xref>] :</p><disp-formula id="scirp.56304-formula815"><graphic  xlink:href="http://html.scirp.org/file/5-1720288x42.png"  xlink:type="simple"/></disp-formula><p>2) Tang and Fife [<xref ref-type="bibr" rid="scirp.56304-ref18">18</xref>] :</p><disp-formula id="scirp.56304-formula816"><graphic  xlink:href="http://html.scirp.org/file/5-1720288x43.png"  xlink:type="simple"/></disp-formula><p>3) Kanel and Zhou [<xref ref-type="bibr" rid="scirp.56304-ref19">19</xref>] :</p><disp-formula id="scirp.56304-formula817"><graphic  xlink:href="http://html.scirp.org/file/5-1720288x44.png"  xlink:type="simple"/></disp-formula><p>4) Fei and Carr [<xref ref-type="bibr" rid="scirp.56304-ref15">15</xref>] :</p><disp-formula id="scirp.56304-formula818"><graphic  xlink:href="http://html.scirp.org/file/5-1720288x45.png"  xlink:type="simple"/></disp-formula><p>For instance, we give some results on the traveling wave solutions of system (2).</p><p>Theorem 1. [<xref ref-type="bibr" rid="scirp.56304-ref15">15</xref>] 1) If<inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/5-1720288x46.png" xlink:type="simple"/></inline-formula>, for the boundary value problem (2)-(3) with</p><disp-formula id="scirp.56304-formula819"><label>(5)</label><graphic position="anchor" xlink:href="http://html.scirp.org/file/5-1720288x47.png"  xlink:type="simple"/></disp-formula><p>there exist positive increasing traveling wavefronts <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/5-1720288x48.png" xlink:type="simple"/></inline-formula> with speed c satisfying <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/5-1720288x48.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/5-1720288x49.png" xlink:type="simple"/></inline-formula>.</p><p>2) There do not exist traveling wavefront <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/5-1720288x50.png" xlink:type="simple"/></inline-formula> with speed c satisfying</p><disp-formula id="scirp.56304-formula820"><graphic  xlink:href="http://html.scirp.org/file/5-1720288x51.png"  xlink:type="simple"/></disp-formula><p>where</p><disp-formula id="scirp.56304-formula821"><graphic  xlink:href="http://html.scirp.org/file/5-1720288x52.png"  xlink:type="simple"/></disp-formula><p>Theorem 2. [<xref ref-type="bibr" rid="scirp.56304-ref17">17</xref>] Let <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/5-1720288x53.png" xlink:type="simple"/></inline-formula> and <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/5-1720288x53.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/5-1720288x54.png" xlink:type="simple"/></inline-formula> be the velocities of the waves from <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/5-1720288x53.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/5-1720288x54.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/5-1720288x55.png" xlink:type="simple"/></inline-formula> to <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/5-1720288x53.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/5-1720288x54.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/5-1720288x55.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/5-1720288x56.png" xlink:type="simple"/></inline-formula> and from <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/5-1720288x53.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/5-1720288x54.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/5-1720288x55.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/5-1720288x56.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/5-1720288x57.png" xlink:type="simple"/></inline-formula> to<inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/5-1720288x53.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/5-1720288x54.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/5-1720288x55.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/5-1720288x56.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/5-1720288x57.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/5-1720288x58.png" xlink:type="simple"/></inline-formula>, respectively. Then if<inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/5-1720288x53.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/5-1720288x54.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/5-1720288x55.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/5-1720288x56.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/5-1720288x57.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/5-1720288x58.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/5-1720288x59.png" xlink:type="simple"/></inline-formula>, there is also a wave from <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/5-1720288x53.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/5-1720288x54.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/5-1720288x55.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/5-1720288x56.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/5-1720288x57.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/5-1720288x58.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/5-1720288x59.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/5-1720288x60.png" xlink:type="simple"/></inline-formula> to<inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/5-1720288x53.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/5-1720288x54.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/5-1720288x55.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/5-1720288x56.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/5-1720288x57.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/5-1720288x58.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/5-1720288x59.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/5-1720288x60.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/5-1720288x61.png" xlink:type="simple"/></inline-formula>.</p><p>In fact, under the conditions</p><disp-formula id="scirp.56304-formula822"><label>(6)</label><graphic position="anchor" xlink:href="http://html.scirp.org/file/5-1720288x62.png"  xlink:type="simple"/></disp-formula><p>X. X. Bao and Z. C. Wang [<xref ref-type="bibr" rid="scirp.56304-ref20">20</xref>] gave explicit traveling wavefronts of the system (2) which connected the equilibria <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/5-1720288x63.png" xlink:type="simple"/></inline-formula> and<inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/5-1720288x63.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/5-1720288x64.png" xlink:type="simple"/></inline-formula>:</p><disp-formula id="scirp.56304-formula823"><label>(7)</label><graphic position="anchor" xlink:href="http://html.scirp.org/file/5-1720288x65.png"  xlink:type="simple"/></disp-formula><p>where<inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/5-1720288x66.png" xlink:type="simple"/></inline-formula>.</p><p>We know that in a linear system the noise does not affect the mean value at equilibrium; however, in a nonlinear system, the mean is displaced from an equilibrium. How can one describe this displaced mean value? H. C. Tuckwell [<xref ref-type="bibr" rid="scirp.56304-ref7">7</xref>] [<xref ref-type="bibr" rid="scirp.56304-ref21">21</xref>] gave a good idea. Using Green’s functions, he described the nonlinear effects in white noise driven spatial diffusions. Following this idea, E. Z. Wu and Y. B. Tang [<xref ref-type="bibr" rid="scirp.56304-ref22">22</xref>] obtained the asymptotic fluctuating behaviors of the traveling wavefront to the Nagumo equation near two stable steady states.</p><p>In this paper, we are interested in calculating the statistical properties of the steady states of the LV competi- tion-diffusion system (2) under the influence of random perturbations by two-parameter white noise <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/5-1720288x67.png" xlink:type="simple"/></inline-formula> on the whole real line <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/5-1720288x67.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/5-1720288x68.png" xlink:type="simple"/></inline-formula></p><disp-formula id="scirp.56304-formula824"><label>(8)</label><graphic position="anchor" xlink:href="http://html.scirp.org/file/5-1720288x69.png"  xlink:type="simple"/></disp-formula><p>where <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/5-1720288x70.png" xlink:type="simple"/></inline-formula> is a two-parameter Wiener process such that, formally,</p><disp-formula id="scirp.56304-formula825"><label>(9)</label><graphic position="anchor" xlink:href="http://html.scirp.org/file/5-1720288x71.png"  xlink:type="simple"/></disp-formula><p>where <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/5-1720288x72.png" xlink:type="simple"/></inline-formula> stands for a generalized Gaussian random field with zero mean and correlation function</p><disp-formula id="scirp.56304-formula826"><label>(10)</label><graphic position="anchor" xlink:href="http://html.scirp.org/file/5-1720288x73.png"  xlink:type="simple"/></disp-formula><p>The initial condition to (8) is <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/5-1720288x74.png" xlink:type="simple"/></inline-formula> with probability one, and <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/5-1720288x74.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/5-1720288x75.png" xlink:type="simple"/></inline-formula> is one of the</p><p>equilibria (0,1) and (1,0), and the boundary conditions of the traveling wavefront are<inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/5-1720288x76.png" xlink:type="simple"/></inline-formula>,</p><p><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/5-1720288x77.png" xlink:type="simple"/></inline-formula>, <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/5-1720288x77.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/5-1720288x78.png" xlink:type="simple"/></inline-formula>are positive constants.</p><p>We present asymptotic representations of steady states of the LV competition diffusion system that it is randomly perturbed by two-parameter white noise <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/5-1720288x79.png" xlink:type="simple"/></inline-formula> on the whole real line. For a traveling wavefront connecting two stable equilibria <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/5-1720288x79.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/5-1720288x80.png" xlink:type="simple"/></inline-formula> and <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/5-1720288x79.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/5-1720288x80.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/5-1720288x81.png" xlink:type="simple"/></inline-formula> of LV competition diffusion system, we first derive asymptotic representations of solutions near the steady states as<inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/5-1720288x79.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/5-1720288x80.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/5-1720288x81.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/5-1720288x82.png" xlink:type="simple"/></inline-formula>. Then by the fundamental solution of heat equation on the whole real line, we get the asymptotic fluctuating behaviors of steady states near the stable states respectively. That is, near the steady state<inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/5-1720288x79.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/5-1720288x80.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/5-1720288x81.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/5-1720288x82.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/5-1720288x83.png" xlink:type="simple"/></inline-formula>, the mean value <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/5-1720288x79.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/5-1720288x80.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/5-1720288x81.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/5-1720288x82.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/5-1720288x83.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/5-1720288x84.png" xlink:type="simple"/></inline-formula> is shifted above the equilibrium <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/5-1720288x79.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/5-1720288x80.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/5-1720288x81.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/5-1720288x82.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/5-1720288x83.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/5-1720288x84.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/5-1720288x85.png" xlink:type="simple"/></inline-formula> and <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/5-1720288x79.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/5-1720288x80.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/5-1720288x81.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/5-1720288x82.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/5-1720288x83.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/5-1720288x84.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/5-1720288x85.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/5-1720288x86.png" xlink:type="simple"/></inline-formula> is shifted below the equilibrium<inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/5-1720288x79.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/5-1720288x80.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/5-1720288x81.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/5-1720288x82.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/5-1720288x83.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/5-1720288x84.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/5-1720288x85.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/5-1720288x86.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/5-1720288x87.png" xlink:type="simple"/></inline-formula>. However, near the steady state<inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/5-1720288x79.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/5-1720288x80.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/5-1720288x81.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/5-1720288x82.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/5-1720288x83.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/5-1720288x84.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/5-1720288x85.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/5-1720288x86.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/5-1720288x87.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/5-1720288x88.png" xlink:type="simple"/></inline-formula>, the mean value <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/5-1720288x79.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/5-1720288x80.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/5-1720288x81.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/5-1720288x82.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/5-1720288x83.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/5-1720288x84.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/5-1720288x85.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/5-1720288x86.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/5-1720288x87.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/5-1720288x88.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/5-1720288x89.png" xlink:type="simple"/></inline-formula> is shifted below the equilibrium <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/5-1720288x79.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/5-1720288x80.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/5-1720288x81.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/5-1720288x82.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/5-1720288x83.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/5-1720288x84.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/5-1720288x85.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/5-1720288x86.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/5-1720288x87.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/5-1720288x88.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/5-1720288x89.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/5-1720288x90.png" xlink:type="simple"/></inline-formula> and <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/5-1720288x79.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/5-1720288x80.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/5-1720288x81.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/5-1720288x82.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/5-1720288x83.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/5-1720288x84.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/5-1720288x85.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/5-1720288x86.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/5-1720288x87.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/5-1720288x88.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/5-1720288x89.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/5-1720288x90.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/5-1720288x91.png" xlink:type="simple"/></inline-formula> is not affected by the noise perturbation.</p></sec><sec id="s2"><title>2. Random Perturbations on a Stationary State</title><p>For<inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/5-1720288x92.png" xlink:type="simple"/></inline-formula>, under the conditions (6), the system (2) has a monotone traveling wave solution connecting the two stable states <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/5-1720288x92.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/5-1720288x93.png" xlink:type="simple"/></inline-formula> and<inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/5-1720288x92.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/5-1720288x93.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/5-1720288x94.png" xlink:type="simple"/></inline-formula>. Let <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/5-1720288x92.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/5-1720288x93.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/5-1720288x94.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/5-1720288x95.png" xlink:type="simple"/></inline-formula> be an equilibrium of (2), i.e., <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/5-1720288x92.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/5-1720288x93.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/5-1720288x94.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/5-1720288x95.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/5-1720288x96.png" xlink:type="simple"/></inline-formula>or<inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/5-1720288x92.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/5-1720288x93.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/5-1720288x94.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/5-1720288x95.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/5-1720288x96.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/5-1720288x97.png" xlink:type="simple"/></inline-formula>.</p><p>We write the solution of the system (2) as</p><disp-formula id="scirp.56304-formula827"><label>(11)</label><graphic position="anchor" xlink:href="http://html.scirp.org/file/5-1720288x98.png"  xlink:type="simple"/></disp-formula><p>and rewrite the system (8) in the following form</p><disp-formula id="scirp.56304-formula828"><label>(12)</label><graphic position="anchor" xlink:href="http://html.scirp.org/file/5-1720288x99.png"  xlink:type="simple"/></disp-formula><p>where</p><disp-formula id="scirp.56304-formula829"><label>(13)</label><graphic position="anchor" xlink:href="http://html.scirp.org/file/5-1720288x100.png"  xlink:type="simple"/></disp-formula><disp-formula id="scirp.56304-formula830"><label>(14)</label><graphic position="anchor" xlink:href="http://html.scirp.org/file/5-1720288x101.png"  xlink:type="simple"/></disp-formula><p>We put (11) into (12). Equating coefficients of powers of<inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/5-1720288x102.png" xlink:type="simple"/></inline-formula>, we get the first two terms of a sequence of linear stochastic partial differential equations (SPDEs)</p><disp-formula id="scirp.56304-formula831"><graphic  xlink:href="http://html.scirp.org/file/5-1720288x103.png"  xlink:type="simple"/></disp-formula><disp-formula id="scirp.56304-formula832"><label>(15)</label><graphic position="anchor" xlink:href="http://html.scirp.org/file/5-1720288x104.png"  xlink:type="simple"/></disp-formula><disp-formula id="scirp.56304-formula833"><graphic  xlink:href="http://html.scirp.org/file/5-1720288x105.png"  xlink:type="simple"/></disp-formula><disp-formula id="scirp.56304-formula834"><label>(16)</label><graphic position="anchor" xlink:href="http://html.scirp.org/file/5-1720288x106.png"  xlink:type="simple"/></disp-formula><p>As we know, the fundamental solution of the deterministic linear system</p><disp-formula id="scirp.56304-formula835"><label>(17)</label><graphic position="anchor" xlink:href="http://html.scirp.org/file/5-1720288x107.png"  xlink:type="simple"/></disp-formula><p>is</p><disp-formula id="scirp.56304-formula836"><label>(18)</label><graphic position="anchor" xlink:href="http://html.scirp.org/file/5-1720288x108.png"  xlink:type="simple"/></disp-formula><p>where <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/5-1720288x109.png" xlink:type="simple"/></inline-formula> is the Green’s function of the heat equation<inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/5-1720288x109.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/5-1720288x110.png" xlink:type="simple"/></inline-formula>. It is easy to check that</p><disp-formula id="scirp.56304-formula837"><label>(19)</label><graphic position="anchor" xlink:href="http://html.scirp.org/file/5-1720288x111.png"  xlink:type="simple"/></disp-formula><p>From the sequence of linear SPDEs we have the solutions of initial value problems (15) and (16), respectively</p><disp-formula id="scirp.56304-formula838"><label>(20)</label><graphic position="anchor" xlink:href="http://html.scirp.org/file/5-1720288x112.png"  xlink:type="simple"/></disp-formula><disp-formula id="scirp.56304-formula839"><label>(21)</label><graphic position="anchor" xlink:href="http://html.scirp.org/file/5-1720288x113.png"  xlink:type="simple"/></disp-formula><p>According to the zero-mean property of It&#244; integral we have</p><disp-formula id="scirp.56304-formula840"><label>(22)</label><graphic position="anchor" xlink:href="http://html.scirp.org/file/5-1720288x114.png"  xlink:type="simple"/></disp-formula><disp-formula id="scirp.56304-formula841"><label>(23)</label><graphic position="anchor" xlink:href="http://html.scirp.org/file/5-1720288x115.png"  xlink:type="simple"/></disp-formula><p>These give the expectation of stochastic process <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/5-1720288x116.png" xlink:type="simple"/></inline-formula> to order <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/5-1720288x116.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/5-1720288x117.png" xlink:type="simple"/></inline-formula> near the equilibrium <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/5-1720288x116.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/5-1720288x117.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/5-1720288x118.png" xlink:type="simple"/></inline-formula></p><disp-formula id="scirp.56304-formula842"><label>(24)</label><graphic position="anchor" xlink:href="http://html.scirp.org/file/5-1720288x119.png"  xlink:type="simple"/></disp-formula></sec><sec id="s3"><title>3. Asymptotic Random Perturbations on the Left Stable State</title><p>The equilibrium <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/5-1720288x120.png" xlink:type="simple"/></inline-formula> is the left stable state of the traveling wavefront of (2), i.e.,<inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/5-1720288x120.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/5-1720288x121.png" xlink:type="simple"/></inline-formula>. Now we consider the equilibrium<inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/5-1720288x120.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/5-1720288x121.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/5-1720288x122.png" xlink:type="simple"/></inline-formula>. Under the condition (6), the linearized matrix of (2) at <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/5-1720288x120.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/5-1720288x121.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/5-1720288x122.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/5-1720288x123.png" xlink:type="simple"/></inline-formula> is</p><disp-formula id="scirp.56304-formula843"><label>(25)</label><graphic position="anchor" xlink:href="http://html.scirp.org/file/5-1720288x124.png"  xlink:type="simple"/></disp-formula><p>it has two negative eigenvalues<inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/5-1720288x125.png" xlink:type="simple"/></inline-formula>, and there is an invertible matrix</p><disp-formula id="scirp.56304-formula844"><graphic  xlink:href="http://html.scirp.org/file/5-1720288x126.png"  xlink:type="simple"/></disp-formula><p>such that</p><disp-formula id="scirp.56304-formula845"><label>(26)</label><graphic position="anchor" xlink:href="http://html.scirp.org/file/5-1720288x127.png"  xlink:type="simple"/></disp-formula><p>thus</p><disp-formula id="scirp.56304-formula846"><label>(27)</label><graphic position="anchor" xlink:href="http://html.scirp.org/file/5-1720288x128.png"  xlink:type="simple"/></disp-formula><p>Therefore, the solution of (15) is</p><disp-formula id="scirp.56304-formula847"><label>(28)</label><graphic position="anchor" xlink:href="http://html.scirp.org/file/5-1720288x129.png"  xlink:type="simple"/></disp-formula><disp-formula id="scirp.56304-formula848"><graphic  xlink:href="http://html.scirp.org/file/5-1720288x130.png"  xlink:type="simple"/></disp-formula><disp-formula id="scirp.56304-formula849"><label>(29)</label><graphic position="anchor" xlink:href="http://html.scirp.org/file/5-1720288x131.png"  xlink:type="simple"/></disp-formula><disp-formula id="scirp.56304-formula850"><graphic  xlink:href="http://html.scirp.org/file/5-1720288x132.png"  xlink:type="simple"/></disp-formula><p>In order to compute the expectations <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/5-1720288x133.png" xlink:type="simple"/></inline-formula> and<inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/5-1720288x133.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/5-1720288x134.png" xlink:type="simple"/></inline-formula>, we first calculate the following quantities.</p><disp-formula id="scirp.56304-formula851"><label>(30)</label><graphic position="anchor" xlink:href="http://html.scirp.org/file/5-1720288x135.png"  xlink:type="simple"/></disp-formula><disp-formula id="scirp.56304-formula852"><label>(31)</label><graphic position="anchor" xlink:href="http://html.scirp.org/file/5-1720288x136.png"  xlink:type="simple"/></disp-formula><p>Since<inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/5-1720288x137.png" xlink:type="simple"/></inline-formula>, and</p><disp-formula id="scirp.56304-formula853"><label>(32)</label><graphic position="anchor" xlink:href="http://html.scirp.org/file/5-1720288x138.png"  xlink:type="simple"/></disp-formula><p>so we have</p><disp-formula id="scirp.56304-formula854"><label>(33)</label><graphic position="anchor" xlink:href="http://html.scirp.org/file/5-1720288x139.png"  xlink:type="simple"/></disp-formula><p>Since<inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/5-1720288x140.png" xlink:type="simple"/></inline-formula>, and</p><disp-formula id="scirp.56304-formula855"><label>(34)</label><graphic position="anchor" xlink:href="http://html.scirp.org/file/5-1720288x141.png"  xlink:type="simple"/></disp-formula><p>so we have</p><disp-formula id="scirp.56304-formula856"><label>(35)</label><graphic position="anchor" xlink:href="http://html.scirp.org/file/5-1720288x142.png"  xlink:type="simple"/></disp-formula><p>Therefore, we get</p><disp-formula id="scirp.56304-formula857"><label>(36)</label><graphic position="anchor" xlink:href="http://html.scirp.org/file/5-1720288x143.png"  xlink:type="simple"/></disp-formula><disp-formula id="scirp.56304-formula858"><graphic  xlink:href="http://html.scirp.org/file/5-1720288x144.png"  xlink:type="simple"/></disp-formula><p>that is,</p><disp-formula id="scirp.56304-formula859"><label>(37)</label><graphic position="anchor" xlink:href="http://html.scirp.org/file/5-1720288x145.png"  xlink:type="simple"/></disp-formula><p>As complexity of the formula of expectation <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/5-1720288x146.png" xlink:type="simple"/></inline-formula> and<inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/5-1720288x146.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/5-1720288x147.png" xlink:type="simple"/></inline-formula>, it is very difficult to determine</p><p>the signs of <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/5-1720288x148.png" xlink:type="simple"/></inline-formula> and <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/5-1720288x148.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/5-1720288x149.png" xlink:type="simple"/></inline-formula> respectively, we just consider the asymptotic behavior of</p><p><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/5-1720288x150.png" xlink:type="simple"/></inline-formula>and as.</p><p>By the formula</p><disp-formula id="scirp.56304-formula860"><label>(38)</label><graphic position="anchor" xlink:href="http://html.scirp.org/file/5-1720288x153.png"  xlink:type="simple"/></disp-formula><p>and l’H&#244;pital’s rule, we have</p><disp-formula id="scirp.56304-formula861"><label>(39)</label><graphic position="anchor" xlink:href="http://html.scirp.org/file/5-1720288x154.png"  xlink:type="simple"/></disp-formula><p>Denote <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/5-1720288x155.png" xlink:type="simple"/></inline-formula> since</p><disp-formula id="scirp.56304-formula862"><graphic  xlink:href="http://html.scirp.org/file/5-1720288x156.png"  xlink:type="simple"/></disp-formula><p>and<inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/5-1720288x157.png" xlink:type="simple"/></inline-formula>, then<inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/5-1720288x157.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/5-1720288x158.png" xlink:type="simple"/></inline-formula>, <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/5-1720288x157.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/5-1720288x158.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/5-1720288x159.png" xlink:type="simple"/></inline-formula>, therefore</p><disp-formula id="scirp.56304-formula863"><label>(40)</label><graphic position="anchor" xlink:href="http://html.scirp.org/file/5-1720288x160.png"  xlink:type="simple"/></disp-formula><p>Similarly, we have</p><disp-formula id="scirp.56304-formula864"><graphic  xlink:href="http://html.scirp.org/file/5-1720288x161.png"  xlink:type="simple"/></disp-formula><p>calculating the limits we have</p><disp-formula id="scirp.56304-formula865"><label>(41)</label><graphic position="anchor" xlink:href="http://html.scirp.org/file/5-1720288x162.png"  xlink:type="simple"/></disp-formula><p>as <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/5-1720288x163.png" xlink:type="simple"/></inline-formula> in (6), we have</p><disp-formula id="scirp.56304-formula866"><graphic  xlink:href="http://html.scirp.org/file/5-1720288x164.png"  xlink:type="simple"/></disp-formula><p>that is,</p><disp-formula id="scirp.56304-formula867"><label>(42)</label><graphic position="anchor" xlink:href="http://html.scirp.org/file/5-1720288x165.png"  xlink:type="simple"/></disp-formula><p>where</p><disp-formula id="scirp.56304-formula868"><graphic  xlink:href="http://html.scirp.org/file/5-1720288x166.png"  xlink:type="simple"/></disp-formula><disp-formula id="scirp.56304-formula869"><graphic  xlink:href="http://html.scirp.org/file/5-1720288x167.png"  xlink:type="simple"/></disp-formula><disp-formula id="scirp.56304-formula870"><label>(43)</label><graphic position="anchor" xlink:href="http://html.scirp.org/file/5-1720288x168.png"  xlink:type="simple"/></disp-formula><p>since <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/5-1720288x169.png" xlink:type="simple"/></inline-formula> for<inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/5-1720288x169.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/5-1720288x170.png" xlink:type="simple"/></inline-formula>, hence<inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/5-1720288x169.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/5-1720288x170.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/5-1720288x171.png" xlink:type="simple"/></inline-formula>, then <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/5-1720288x169.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/5-1720288x170.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/5-1720288x171.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/5-1720288x172.png" xlink:type="simple"/></inline-formula> and (42) imply that</p><disp-formula id="scirp.56304-formula871"><label>(44)</label><graphic position="anchor" xlink:href="http://html.scirp.org/file/5-1720288x173.png"  xlink:type="simple"/></disp-formula><p>Therefore, we get the random perturbation of the traveling wave solution of (8) near the equilibrium point<inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/5-1720288x174.png" xlink:type="simple"/></inline-formula>:</p><disp-formula id="scirp.56304-formula872"><label>(45)</label><graphic position="anchor" xlink:href="http://html.scirp.org/file/5-1720288x175.png"  xlink:type="simple"/></disp-formula><disp-formula id="scirp.56304-formula873"><label>(46)</label><graphic position="anchor" xlink:href="http://html.scirp.org/file/5-1720288x176.png"  xlink:type="simple"/></disp-formula><disp-formula id="scirp.56304-formula874"><label>(47)</label><graphic position="anchor" xlink:href="http://html.scirp.org/file/5-1720288x177.png"  xlink:type="simple"/></disp-formula><p>since</p><disp-formula id="scirp.56304-formula875"><graphic  xlink:href="http://html.scirp.org/file/5-1720288x178.png"  xlink:type="simple"/></disp-formula><p>these imply that the effect of zero-mean white noise on the system near the lower equilibrium <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/5-1720288x179.png" xlink:type="simple"/></inline-formula> is to increase the expected value of <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/5-1720288x179.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/5-1720288x180.png" xlink:type="simple"/></inline-formula> for all x, that is, the mean value <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/5-1720288x179.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/5-1720288x180.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/5-1720288x181.png" xlink:type="simple"/></inline-formula> is shifted above the equili- brium<inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/5-1720288x179.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/5-1720288x180.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/5-1720288x181.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/5-1720288x182.png" xlink:type="simple"/></inline-formula>. Similarly, near the upper equilibrium <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/5-1720288x179.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/5-1720288x180.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/5-1720288x181.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/5-1720288x182.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/5-1720288x183.png" xlink:type="simple"/></inline-formula> the white noise is to decrease the expected value of <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/5-1720288x179.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/5-1720288x180.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/5-1720288x181.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/5-1720288x182.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/5-1720288x183.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/5-1720288x184.png" xlink:type="simple"/></inline-formula> for all x, that is, the mean value <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/5-1720288x179.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/5-1720288x180.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/5-1720288x181.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/5-1720288x182.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/5-1720288x183.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/5-1720288x184.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/5-1720288x185.png" xlink:type="simple"/></inline-formula> is shifted below the equilibrium<inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/5-1720288x179.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/5-1720288x180.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/5-1720288x181.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/5-1720288x182.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/5-1720288x183.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/5-1720288x184.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/5-1720288x185.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/5-1720288x186.png" xlink:type="simple"/></inline-formula>.</p></sec><sec id="s4"><title>4. Asymptotic Random Perturbations on the Right Stable State</title><p>We now consider another equilibrium <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/5-1720288x187.png" xlink:type="simple"/></inline-formula> that is the right stead state of traveling wavefront of (2), i.e.<inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/5-1720288x187.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/5-1720288x188.png" xlink:type="simple"/></inline-formula>. Now we consider the equilibrium<inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/5-1720288x187.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/5-1720288x188.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/5-1720288x189.png" xlink:type="simple"/></inline-formula>. According to the condition (6), the linearized matrix of (2) at <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/5-1720288x187.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/5-1720288x188.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/5-1720288x189.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/5-1720288x190.png" xlink:type="simple"/></inline-formula> is</p><disp-formula id="scirp.56304-formula876"><label>(48)</label><graphic position="anchor" xlink:href="http://html.scirp.org/file/5-1720288x191.png"  xlink:type="simple"/></disp-formula><p>it has two negative eigenvalues<inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/5-1720288x192.png" xlink:type="simple"/></inline-formula>, and there is an invertible matrix</p><disp-formula id="scirp.56304-formula877"><graphic  xlink:href="http://html.scirp.org/file/5-1720288x193.png"  xlink:type="simple"/></disp-formula><p>such that</p><disp-formula id="scirp.56304-formula878"><label>(49)</label><graphic position="anchor" xlink:href="http://html.scirp.org/file/5-1720288x194.png"  xlink:type="simple"/></disp-formula><p>thus</p><disp-formula id="scirp.56304-formula879"><label>(50)</label><graphic position="anchor" xlink:href="http://html.scirp.org/file/5-1720288x195.png"  xlink:type="simple"/></disp-formula><p>Therefore, the solution of (15) is</p><disp-formula id="scirp.56304-formula880"><label>(51)</label><graphic position="anchor" xlink:href="http://html.scirp.org/file/5-1720288x196.png"  xlink:type="simple"/></disp-formula><p>so we have</p><disp-formula id="scirp.56304-formula881"><label>(52)</label><graphic position="anchor" xlink:href="http://html.scirp.org/file/5-1720288x197.png"  xlink:type="simple"/></disp-formula><disp-formula id="scirp.56304-formula882"><label>(53)</label><graphic position="anchor" xlink:href="http://html.scirp.org/file/5-1720288x198.png"  xlink:type="simple"/></disp-formula><p>The solution of (16) is</p><disp-formula id="scirp.56304-formula883"><label>(54)</label><graphic position="anchor" xlink:href="http://html.scirp.org/file/5-1720288x199.png"  xlink:type="simple"/></disp-formula><p>hence we have<inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/5-1720288x200.png" xlink:type="simple"/></inline-formula>, <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/5-1720288x200.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/5-1720288x201.png" xlink:type="simple"/></inline-formula>and</p><disp-formula id="scirp.56304-formula884"><label>(55)</label><graphic position="anchor" xlink:href="http://html.scirp.org/file/5-1720288x202.png"  xlink:type="simple"/></disp-formula><p>Let<inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/5-1720288x203.png" xlink:type="simple"/></inline-formula>, we have</p><disp-formula id="scirp.56304-formula885"><label>(56)</label><graphic position="anchor" xlink:href="http://html.scirp.org/file/5-1720288x204.png"  xlink:type="simple"/></disp-formula><p>Then, we get the random perturbation of the traveling wavefront of (8) near the equilibrium point<inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/5-1720288x205.png" xlink:type="simple"/></inline-formula>:</p><disp-formula id="scirp.56304-formula886"><label>(57)</label><graphic position="anchor" xlink:href="http://html.scirp.org/file/5-1720288x206.png"  xlink:type="simple"/></disp-formula><disp-formula id="scirp.56304-formula887"><label>(58)</label><graphic position="anchor" xlink:href="http://html.scirp.org/file/5-1720288x207.png"  xlink:type="simple"/></disp-formula><disp-formula id="scirp.56304-formula888"><label>(59)</label><graphic position="anchor" xlink:href="http://html.scirp.org/file/5-1720288x208.png"  xlink:type="simple"/></disp-formula><p>From (56),</p><disp-formula id="scirp.56304-formula889"><graphic  xlink:href="http://html.scirp.org/file/5-1720288x209.png"  xlink:type="simple"/></disp-formula><p>implies that the effect of zero-mean white noise on the system near the lower equilibrium <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/5-1720288x210.png" xlink:type="simple"/></inline-formula> is to decrease the expected value of <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/5-1720288x210.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/5-1720288x211.png" xlink:type="simple"/></inline-formula> for all x, that is, the mean value <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/5-1720288x210.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/5-1720288x211.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/5-1720288x212.png" xlink:type="simple"/></inline-formula> is shifted below the equilibrium<inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/5-1720288x210.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/5-1720288x211.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/5-1720288x212.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/5-1720288x213.png" xlink:type="simple"/></inline-formula>. On the other hand, <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/5-1720288x210.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/5-1720288x211.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/5-1720288x212.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/5-1720288x213.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/5-1720288x214.png" xlink:type="simple"/></inline-formula>and <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/5-1720288x210.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/5-1720288x211.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/5-1720288x212.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/5-1720288x213.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/5-1720288x214.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/5-1720288x215.png" xlink:type="simple"/></inline-formula> imply that the random perturbations do not alter the mean value <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/5-1720288x210.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/5-1720288x211.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/5-1720288x212.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/5-1720288x213.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/5-1720288x214.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/5-1720288x215.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/5-1720288x216.png" xlink:type="simple"/></inline-formula> near the lower equilibrium <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/5-1720288x210.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/5-1720288x211.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/5-1720288x212.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/5-1720288x213.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/5-1720288x214.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/5-1720288x215.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/5-1720288x216.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/5-1720288x217.png" xlink:type="simple"/></inline-formula> for all x, in fact<inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/5-1720288x210.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/5-1720288x211.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/5-1720288x212.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/5-1720288x213.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/5-1720288x214.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/5-1720288x215.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/5-1720288x216.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/5-1720288x217.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/5-1720288x218.png" xlink:type="simple"/></inline-formula>.</p><p>Remark 1. In the future paper, we will consider simulation of solutions on bounded domains and compare with the present analytical results. Also, we want to consider the system that the white noise is included in the 2nd component of (8), but according to the complicated calculations in Sections 3 and 4, we must look for a new idea to deal with this coupled problem.</p></sec><sec id="s5"><title>Acknowledgements</title><p>This work was supported by National Natural Sciences Foundation of China (Grant No. 11471129). Corresponding author: Yanbin Tang.</p></sec></body><back><ref-list><title>References</title><ref id="scirp.56304-ref1"><label>1</label><mixed-citation publication-type="other" xlink:type="simple">Smoller, J. (1983) Shock Waves and Reaction Diffusion Equations. Springer, New York. http://dx.doi.org/10.1007/978-1-4684-0152-3</mixed-citation></ref><ref id="scirp.56304-ref2"><label>2</label><mixed-citation publication-type="other" xlink:type="simple">Aronson, D.G. and Weinberger, H.F. 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