<?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.2015.610159</article-id><article-id pub-id-type="publisher-id">AM-59963</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>
 
 
  Random Attractors for Stochastic Reaction-Diffusion Equations with Distribution Derivatives on Unbounded Domains
 
</article-title></title-group><contrib-group><contrib contrib-type="author" xlink:type="simple"><name name-style="western"><surname>shag</surname><given-names>Mohamed Ahmed</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>Ali</surname><given-names>Dafallah Abdelmajid</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>Ling</surname><given-names>Xu</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>Qiaozhen</surname><given-names>Ma</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>College of Mathematics and Statistics, Northwest Normal University, Lanzhou, China</addr-line></aff><author-notes><corresp id="cor1">* E-mail:<email>ahmedesag@gmail.com(SMA)</email>;<email>majid_dafallah@yahoo.com(ADA)</email>;<email>13893414055@163.com(LX)</email>;<email>maqzh@nwnu.edu.cn(QM)</email>;</corresp></author-notes><pub-date pub-type="epub"><day>08</day><month>09</month><year>2015</year></pub-date><volume>06</volume><issue>10</issue><fpage>1790</fpage><lpage>1807</lpage><history><date date-type="received"><day>10</day>	<month>August</month>	<year>2015</year></date><date date-type="rev-recd"><day>accepted</day>	<month>22</month>	<year>September</year>	</date><date date-type="accepted"><day>25</day>	<month>September</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>
 
 
  In this paper, we prove the existence of random attractors for a stochastic reaction-diffusion equation with distribution derivatives on unbounded domains. The nonlinearity is dissipative for large values of the state and the stochastic nature of the equation appears spatially distributed temporal white noise. The stochastic reaction-diffusion equation is recast as a continuous random dynamical system and asymptotic compactness for this demonstrated by using uniform estimates far-field values of solutions. The results are new and appear to be optimal.
 
</p></abstract><kwd-group><kwd>Stochastic Reaction-Diffusion Equation</kwd><kwd> Random Attractors</kwd><kwd> Distribution Derivatives</kwd><kwd> Asymptotic Compactness</kwd><kwd> Unbounded Domain</kwd></kwd-group></article-meta></front><body><sec id="s1"><title>1. Introduction</title><p>The understanding of the asymptotic behavior of dynamical system is one of the most important problems of modern mathematical physics; one way to attack the problem for dissipative deterministic dynamical systems is to consider its global attractors. This is an invariant set that attracts all the trajectories of the system. Its geometry can be very complicated and reflects the complexity of the long-time dynamical of the systems. In this paper we investigate the asymptotic behavior of solutions to the following stochastic reaction-diffusion equations with distribution derivatives and additive noise defined in the space<inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402855x6.png" xlink:type="simple"/></inline-formula>:</p><disp-formula id="scirp.59963-formula120"><label>(1.1)</label><graphic position="anchor" xlink:href="http://html.scirp.org/file/12-7402855x7.png"  xlink:type="simple"/></disp-formula><p>with initial data</p><disp-formula id="scirp.59963-formula121"><label>(1.2)</label><graphic position="anchor" xlink:href="http://html.scirp.org/file/12-7402855x8.png"  xlink:type="simple"/></disp-formula><p>where <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402855x9.png" xlink:type="simple"/></inline-formula> is a positive constant; <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402855x10.png" xlink:type="simple"/></inline-formula>is distribution derivatives;<inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402855x11.png" xlink:type="simple"/></inline-formula>; f is a</p><p>nonlinear function satisfying certain dissipative conditions; h<sub>j</sub> is given functions defined on<inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402855x12.png" xlink:type="simple"/></inline-formula>; and <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402855x13.png" xlink:type="simple"/></inline-formula> is independent two sided real-valued wiener processes on probability space which will be specified later.</p><p>Stochastic differential equations of this type arise from many physical systems when random spatio-temporal forcing is taken into account. In order to capture the essential dynamics of random systems with wide fluctuations, the concept of pullback random attractors was introduced in [<xref ref-type="bibr" rid="scirp.59963-ref1">1</xref>] , being an extension to stochastic systems of the theory of attractors for deterministic equations found in [<xref ref-type="bibr" rid="scirp.59963-ref2">2</xref>] - [<xref ref-type="bibr" rid="scirp.59963-ref5">5</xref>] , for instance. The existence of such random attractors has been studied for stochastic PDE on bounded domains; see, e.g. [<xref ref-type="bibr" rid="scirp.59963-ref6">6</xref>] [<xref ref-type="bibr" rid="scirp.59963-ref7">7</xref>] , and for stochastic PDE on unbounded domains, see, e.g. [<xref ref-type="bibr" rid="scirp.59963-ref8">8</xref>] [<xref ref-type="bibr" rid="scirp.59963-ref9">9</xref>] , and the references therein. In the present paper, we prove the existence of such a random attractor for stochastic reaction-diffusion Equation (1.1) defined in <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402855x14.png" xlink:type="simple"/></inline-formula> which is not founded.</p><p>Notice that the unboundedness of domain introduces a major difficulty for proving the existence of an attractor because Sobolev embedding theorem is no longer compact and so the asymptotic compactness of solutions cannot be obtained by the standard method. In the case of deterministic equations, this difficulty can be overcome by the energy equation approach, introduced by Ball in [<xref ref-type="bibr" rid="scirp.59963-ref10">10</xref>] and then employed by several authors to prove the asymptotic compactness of deterministic equations in unbounded domains. This idea was developed in [<xref ref-type="bibr" rid="scirp.59963-ref5">5</xref>] to prove asymptotic compactness for the deterministic version of (1.1) on<inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402855x15.png" xlink:type="simple"/></inline-formula>. In this paper, we provide uniform estimates on the far-field values of solutions to circumvent the difficulty caused by the unboundedness of the domains. The main contribution of this paper is to extend the method of using tail estimates of the case stochastic dissipative PDEs and prove the existence of random attractor for the stochastic reaction-diffusion equation with distribution derivatives on the unbounded domain<inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402855x16.png" xlink:type="simple"/></inline-formula>.</p><p>The paper is organized as follows. In Section 2, we recall some preliminaries and abstract results on the existence of a pullback random attractor for random dynamical systems. In Section 3, we transform (1.1) into a continuous random dynamical system. Section 4 is devoted to obtain the uniform estimates of solution as<inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402855x17.png" xlink:type="simple"/></inline-formula>. These estimates are necessary for proving the existence of bounded absorbing sets and the asymptotic compactness of the equation. In Section 5, we first establish the asymptotic compactness of the solution operator by giving uniform estimates on the tails of solutions, and then prove the estimates of a random attractor.</p><p>We denote by <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402855x18.png" xlink:type="simple"/></inline-formula> and <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402855x19.png" xlink:type="simple"/></inline-formula> the norm and the inner product in <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402855x20.png" xlink:type="simple"/></inline-formula> and use <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402855x21.png" xlink:type="simple"/></inline-formula> to denote the norm in<inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402855x21.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402855x22.png" xlink:type="simple"/></inline-formula>. Otherwise, the norm of a general Banach space X is written as<inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402855x21.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402855x22.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402855x23.png" xlink:type="simple"/></inline-formula>. The letters C and <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402855x21.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402855x22.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402855x23.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402855x24.png" xlink:type="simple"/></inline-formula> are generic positive constants which may change their values form line to line or even in the same line.</p></sec><sec id="s2"><title>2. Preliminaries and Abstract Results</title><p>As mentioned in the introduction, our main purpose is to prove the existence of a random attractor. For that matter, first, we will recapitulate basic concepts related to random attractors for stochastic dynamical systems. The reader is referred to [<xref ref-type="bibr" rid="scirp.59963-ref6">6</xref>] [<xref ref-type="bibr" rid="scirp.59963-ref11">11</xref>] -[<xref ref-type="bibr" rid="scirp.59963-ref13">13</xref>] for more details. Let <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402855x25.png" xlink:type="simple"/></inline-formula> be a separable Hilbert space with Borel s-algebra B(X), and let <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402855x25.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402855x26.png" xlink:type="simple"/></inline-formula> be a probability space.</p><p>Definition 2.1. <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402855x27.png" xlink:type="simple"/></inline-formula>is called a metric dynamical system if<inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402855x27.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402855x28.png" xlink:type="simple"/></inline-formula>: <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402855x27.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402855x28.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402855x29.png" xlink:type="simple"/></inline-formula>is <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402855x27.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402855x28.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402855x29.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402855x30.png" xlink:type="simple"/></inline-formula>- measurable, <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402855x27.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402855x28.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402855x29.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402855x30.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402855x31.png" xlink:type="simple"/></inline-formula>is the identity on<inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402855x27.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402855x28.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402855x29.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402855x30.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402855x31.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402855x32.png" xlink:type="simple"/></inline-formula>, <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402855x27.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402855x28.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402855x29.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402855x30.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402855x31.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402855x32.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402855x33.png" xlink:type="simple"/></inline-formula>for all <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402855x27.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402855x28.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402855x29.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402855x30.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402855x31.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402855x32.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402855x33.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402855x34.png" xlink:type="simple"/></inline-formula> and <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402855x27.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402855x28.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402855x29.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402855x30.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402855x31.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402855x32.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402855x33.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402855x34.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402855x35.png" xlink:type="simple"/></inline-formula> for all<inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402855x27.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402855x28.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402855x29.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402855x30.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402855x31.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402855x32.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402855x33.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402855x34.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402855x35.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402855x36.png" xlink:type="simple"/></inline-formula>.</p><p>Definition 2.2. A continuous random dynamical system (RDS) on X over a metric dynamical system <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402855x37.png" xlink:type="simple"/></inline-formula> is a mapping</p><disp-formula id="scirp.59963-formula122"><graphic  xlink:href="http://html.scirp.org/file/12-7402855x38.png"  xlink:type="simple"/></disp-formula><p>which is<inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402855x39.png" xlink:type="simple"/></inline-formula>―measurable and satisfies, for P-a.e.<inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402855x39.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402855x40.png" xlink:type="simple"/></inline-formula>, (1) <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402855x39.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402855x40.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402855x41.png" xlink:type="simple"/></inline-formula>is the iden- tity on X; (2) <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402855x39.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402855x40.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402855x41.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402855x42.png" xlink:type="simple"/></inline-formula>for all <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402855x39.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402855x40.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402855x41.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402855x42.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402855x43.png" xlink:type="simple"/></inline-formula> (3) <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402855x39.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402855x40.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402855x41.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402855x42.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402855x43.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402855x44.png" xlink:type="simple"/></inline-formula>is continuous for all<inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402855x39.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402855x40.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402855x41.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402855x42.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402855x43.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402855x44.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402855x45.png" xlink:type="simple"/></inline-formula>. Hereafter, we always assume that <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402855x39.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402855x40.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402855x41.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402855x42.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402855x43.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402855x44.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402855x45.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402855x46.png" xlink:type="simple"/></inline-formula> is a continuous RDS on X over<inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402855x39.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402855x40.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402855x41.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402855x42.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402855x43.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402855x44.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402855x45.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402855x46.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402855x47.png" xlink:type="simple"/></inline-formula>.</p><p>Definition 2.3. A random bounded set <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402855x48.png" xlink:type="simple"/></inline-formula> of X is called tempered with respect to <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402855x48.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402855x49.png" xlink:type="simple"/></inline-formula> if for P-a.e<inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402855x48.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402855x49.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402855x50.png" xlink:type="simple"/></inline-formula>,</p><disp-formula id="scirp.59963-formula123"><graphic  xlink:href="http://html.scirp.org/file/12-7402855x51.png"  xlink:type="simple"/></disp-formula><p>where<inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402855x52.png" xlink:type="simple"/></inline-formula>.</p><p>Definition 2.4. Let D be a collection of random subsets of X and<inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402855x53.png" xlink:type="simple"/></inline-formula>. Then <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402855x53.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402855x54.png" xlink:type="simple"/></inline-formula> is</p><p>called a random absorbing set for <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402855x55.png" xlink:type="simple"/></inline-formula> in D if for every <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402855x55.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402855x56.png" xlink:type="simple"/></inline-formula> and P-a.e<inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402855x55.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402855x56.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402855x57.png" xlink:type="simple"/></inline-formula>, there exists <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402855x55.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402855x56.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402855x57.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402855x58.png" xlink:type="simple"/></inline-formula> such that</p><disp-formula id="scirp.59963-formula124"><graphic  xlink:href="http://html.scirp.org/file/12-7402855x59.png"  xlink:type="simple"/></disp-formula><p>Definition 2.5. Let D be a collection of random subsets of X. Then <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402855x60.png" xlink:type="simple"/></inline-formula> is said to be D-pullback asymptotical-</p><p>ly compact in X if for P-a.e<inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402855x61.png" xlink:type="simple"/></inline-formula>, <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402855x61.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402855x62.png" xlink:type="simple"/></inline-formula>has a convergent subsequence in X whenever<inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402855x61.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402855x62.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402855x63.png" xlink:type="simple"/></inline-formula>,</p><p>and <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402855x64.png" xlink:type="simple"/></inline-formula> with<inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402855x64.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402855x65.png" xlink:type="simple"/></inline-formula>.</p><p>Definition 2.6. Let D be a collection of random sunsets of X. Then a random set <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402855x66.png" xlink:type="simple"/></inline-formula> of X is called a D-random attractor (or D-pullback attractor) for <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402855x66.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402855x67.png" xlink:type="simple"/></inline-formula> if the following conditions are satisfied, for P-a.e.<inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402855x66.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402855x67.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402855x68.png" xlink:type="simple"/></inline-formula>, (1) <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402855x66.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402855x67.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402855x68.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402855x69.png" xlink:type="simple"/></inline-formula>is compact, and <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402855x66.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402855x67.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402855x68.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402855x69.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402855x70.png" xlink:type="simple"/></inline-formula> is measurable for every<inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402855x66.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402855x67.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402855x68.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402855x69.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402855x70.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402855x71.png" xlink:type="simple"/></inline-formula>; (2) <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402855x66.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402855x67.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402855x68.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402855x69.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402855x70.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402855x71.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402855x72.png" xlink:type="simple"/></inline-formula>is invariant, that is,</p><disp-formula id="scirp.59963-formula125"><graphic  xlink:href="http://html.scirp.org/file/12-7402855x73.png"  xlink:type="simple"/></disp-formula><p>(3) <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402855x74.png" xlink:type="simple"/></inline-formula>attracts every set in D, that is, for every<inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402855x74.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402855x75.png" xlink:type="simple"/></inline-formula>,</p><disp-formula id="scirp.59963-formula126"><graphic  xlink:href="http://html.scirp.org/file/12-7402855x76.png"  xlink:type="simple"/></disp-formula><p>where d is the Hausdorff semi-metric given by <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402855x77.png" xlink:type="simple"/></inline-formula> for any <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402855x77.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402855x78.png" xlink:type="simple"/></inline-formula> and<inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402855x77.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402855x78.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402855x79.png" xlink:type="simple"/></inline-formula>. The following existence result for a random attractor for a continuous RDS can be found in [<xref ref-type="bibr" rid="scirp.59963-ref8">8</xref>] [<xref ref-type="bibr" rid="scirp.59963-ref13">13</xref>] . First, recall that a collection D of random subsets is called inclusion closed if whenever <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402855x77.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402855x78.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402855x79.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402855x80.png" xlink:type="simple"/></inline-formula> is an arbitrary random set, and <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402855x77.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402855x78.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402855x79.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402855x80.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402855x81.png" xlink:type="simple"/></inline-formula> is in D with <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402855x77.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402855x78.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402855x79.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402855x80.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402855x81.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402855x82.png" xlink:type="simple"/></inline-formula> for all<inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402855x77.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402855x78.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402855x79.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402855x80.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402855x81.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402855x82.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402855x83.png" xlink:type="simple"/></inline-formula>, then <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402855x77.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402855x78.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402855x79.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402855x80.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402855x81.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402855x82.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402855x83.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402855x84.png" xlink:type="simple"/></inline-formula> must belong to D.</p><p>Definition 2.7. Let D be an inclusion-closed collection of random subsets of X and <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402855x85.png" xlink:type="simple"/></inline-formula> a continuous RDS on X over<inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402855x85.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402855x86.png" xlink:type="simple"/></inline-formula>. Suppose that <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402855x85.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402855x86.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402855x87.png" xlink:type="simple"/></inline-formula> is a closed random absorbing set for <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402855x85.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402855x86.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402855x87.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402855x88.png" xlink:type="simple"/></inline-formula> in D and <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402855x85.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402855x86.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402855x87.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402855x88.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402855x89.png" xlink:type="simple"/></inline-formula> is D-pullback asymptotically compact in X. Then <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402855x85.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402855x86.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402855x87.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402855x88.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402855x89.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402855x90.png" xlink:type="simple"/></inline-formula> has a unique D-random attractor <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402855x85.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402855x86.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402855x87.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402855x88.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402855x89.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402855x90.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402855x91.png" xlink:type="simple"/></inline-formula> which is given by</p><disp-formula id="scirp.59963-formula127"><graphic  xlink:href="http://html.scirp.org/file/12-7402855x92.png"  xlink:type="simple"/></disp-formula><p>In this paper, we will take D as the collection of all tempered random subsets of <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402855x93.png" xlink:type="simple"/></inline-formula> and prove the stochastic reaction-diffusion equation in <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402855x93.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402855x94.png" xlink:type="simple"/></inline-formula> has a D-random attractor.</p></sec><sec id="s3"><title>3. The Reaction-Diffusion Equation on R<sup>n</sup> with Distribution Derivatives and Additive Noise</title><disp-formula id="scirp.59963-formula128"><label>(3.1)</label><graphic position="anchor" xlink:href="http://html.scirp.org/file/12-7402855x95.png"  xlink:type="simple"/></disp-formula><p>with initial condition</p><disp-formula id="scirp.59963-formula129"><label>(3.2)</label><graphic position="anchor" xlink:href="http://html.scirp.org/file/12-7402855x96.png"  xlink:type="simple"/></disp-formula><p>where <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402855x97.png" xlink:type="simple"/></inline-formula> is a positive constant, <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402855x97.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402855x98.png" xlink:type="simple"/></inline-formula>, <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402855x97.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402855x98.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402855x99.png" xlink:type="simple"/></inline-formula>, for some<inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402855x97.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402855x98.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402855x99.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402855x100.png" xlink:type="simple"/></inline-formula>, <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402855x97.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402855x98.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402855x99.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402855x100.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402855x101.png" xlink:type="simple"/></inline-formula></p><p>are distribution derivative, <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402855x102.png" xlink:type="simple"/></inline-formula>are independent two-side real-valued wiener processes on a probability</p><p>space which will be specified below, and <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402855x103.png" xlink:type="simple"/></inline-formula> with the following assumptions:</p><disp-formula id="scirp.59963-formula130"><label>(3.3)</label><graphic position="anchor" xlink:href="http://html.scirp.org/file/12-7402855x104.png"  xlink:type="simple"/></disp-formula><disp-formula id="scirp.59963-formula131"><label>(3.4)</label><graphic position="anchor" xlink:href="http://html.scirp.org/file/12-7402855x105.png"  xlink:type="simple"/></disp-formula><disp-formula id="scirp.59963-formula132"><label>(3.5)</label><graphic position="anchor" xlink:href="http://html.scirp.org/file/12-7402855x106.png"  xlink:type="simple"/></disp-formula><p>for <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402855x107.png" xlink:type="simple"/></inline-formula> and<inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402855x107.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402855x108.png" xlink:type="simple"/></inline-formula>, where<inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402855x107.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402855x108.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402855x109.png" xlink:type="simple"/></inline-formula>, <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402855x107.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402855x108.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402855x109.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402855x110.png" xlink:type="simple"/></inline-formula>, <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402855x107.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402855x108.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402855x109.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402855x110.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402855x111.png" xlink:type="simple"/></inline-formula>are positive constants and<inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402855x107.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402855x108.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402855x109.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402855x110.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402855x111.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402855x112.png" xlink:type="simple"/></inline-formula>.</p><p>In the sequel, we consider the probability space <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402855x113.png" xlink:type="simple"/></inline-formula> where</p><p><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402855x114.png" xlink:type="simple"/></inline-formula>.</p><p><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402855x115.png" xlink:type="simple"/></inline-formula>is the Borel s-algebra induced by the compact-open topology of<inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402855x115.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402855x116.png" xlink:type="simple"/></inline-formula>, and P the corresponding wiener measure on<inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402855x115.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402855x116.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402855x117.png" xlink:type="simple"/></inline-formula>. Then we identify <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402855x115.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402855x116.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402855x117.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402855x118.png" xlink:type="simple"/></inline-formula> with</p><disp-formula id="scirp.59963-formula133"><graphic  xlink:href="http://html.scirp.org/file/12-7402855x119.png"  xlink:type="simple"/></disp-formula><p>Define the time shift by</p><disp-formula id="scirp.59963-formula134"><graphic  xlink:href="http://html.scirp.org/file/12-7402855x120.png"  xlink:type="simple"/></disp-formula><p>Then <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402855x121.png" xlink:type="simple"/></inline-formula> is a metric dynamical system.</p><p>We now associate a continuous random dynamical system with the stochastic reaction-diffusion equation over<inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402855x122.png" xlink:type="simple"/></inline-formula>. To this end, we need to convert the stochastic equation with a random additive term in to a deterministic equation with a random parameter. Given <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402855x122.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402855x123.png" xlink:type="simple"/></inline-formula> consider the One-dimensional Ornstein- uhlenbeck equation</p><disp-formula id="scirp.59963-formula135"><label>(3.6)</label><graphic position="anchor" xlink:href="http://html.scirp.org/file/12-7402855x124.png"  xlink:type="simple"/></disp-formula><p>The solution of (3.6) is given by</p><disp-formula id="scirp.59963-formula136"><graphic  xlink:href="http://html.scirp.org/file/12-7402855x125.png"  xlink:type="simple"/></disp-formula><p>Note that the random variable <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402855x126.png" xlink:type="simple"/></inline-formula> is tempered and <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402855x126.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402855x127.png" xlink:type="simple"/></inline-formula> is P-a.e continuous, therefore, it follows form proposition 4.3.3 in [<xref ref-type="bibr" rid="scirp.59963-ref11">11</xref>] that there exists a tempered function <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402855x126.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402855x127.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402855x128.png" xlink:type="simple"/></inline-formula> such that</p><disp-formula id="scirp.59963-formula137"><label>(3.7)</label><graphic position="anchor" xlink:href="http://html.scirp.org/file/12-7402855x129.png"  xlink:type="simple"/></disp-formula><p>where <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402855x130.png" xlink:type="simple"/></inline-formula> satisfies for P-a.e <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402855x130.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402855x131.png" xlink:type="simple"/></inline-formula></p><disp-formula id="scirp.59963-formula138"><label>(3.8)</label><graphic position="anchor" xlink:href="http://html.scirp.org/file/12-7402855x132.png"  xlink:type="simple"/></disp-formula><p>Then it follows form (3.7), (3.8) that, for P-a.e. <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402855x133.png" xlink:type="simple"/></inline-formula></p><disp-formula id="scirp.59963-formula139"><label>(3.9)</label><graphic position="anchor" xlink:href="http://html.scirp.org/file/12-7402855x134.png"  xlink:type="simple"/></disp-formula><p>Putting <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402855x135.png" xlink:type="simple"/></inline-formula> by (3.6) we have</p><disp-formula id="scirp.59963-formula140"><graphic  xlink:href="http://html.scirp.org/file/12-7402855x136.png"  xlink:type="simple"/></disp-formula><p>The existence and uniqueness of solutions to the stochastic partial differential Equation (3.1) with initial condition (3.2) which can be obtained by standard Fatou-Galerkin methods. To show that problem (3.1), (3.2) generates a random system, we let <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402855x137.png" xlink:type="simple"/></inline-formula> where u is a solution of problem (3.1), (3.2), then <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402855x137.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402855x138.png" xlink:type="simple"/></inline-formula> satisfies</p><disp-formula id="scirp.59963-formula141"><label>(3.10)</label><graphic position="anchor" xlink:href="http://html.scirp.org/file/12-7402855x139.png"  xlink:type="simple"/></disp-formula><p>By a Galerkin method, one can show that if f satisfies (3.3)-(3.5), then in the case of a bounded domain with Dirichlet boundary conditions, for P-a.e.<inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402855x140.png" xlink:type="simple"/></inline-formula>, and for all<inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402855x140.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402855x141.png" xlink:type="simple"/></inline-formula>, (3.10) has a unique solution</p><disp-formula id="scirp.59963-formula142"><graphic  xlink:href="http://html.scirp.org/file/12-7402855x142.png"  xlink:type="simple"/></disp-formula><p>with <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402855x143.png" xlink:type="simple"/></inline-formula> for every T &gt; 0, one may take the domain to be a sequence of Balls with radius approaching <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402855x143.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402855x144.png" xlink:type="simple"/></inline-formula> to deduce the existence of a weak solution to (3.10) on<inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402855x143.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402855x144.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402855x145.png" xlink:type="simple"/></inline-formula>, further, one may show that <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402855x143.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402855x144.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402855x145.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402855x146.png" xlink:type="simple"/></inline-formula> is unique and continuous with respect to <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402855x143.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402855x144.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402855x145.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402855x146.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402855x147.png" xlink:type="simple"/></inline-formula> in <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402855x143.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402855x144.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402855x145.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402855x146.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402855x147.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402855x148.png" xlink:type="simple"/></inline-formula> for all<inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402855x143.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402855x144.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402855x145.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402855x146.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402855x147.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402855x148.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402855x149.png" xlink:type="simple"/></inline-formula>. Let</p><p><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402855x150.png" xlink:type="simple"/></inline-formula>.</p><p>Then the process u is the solution of problem (3.1), (3.2), we now define a mapping <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402855x151.png" xlink:type="simple"/></inline-formula> by</p><disp-formula id="scirp.59963-formula143"><label>(3.11)</label><graphic position="anchor" xlink:href="http://html.scirp.org/file/12-7402855x152.png"  xlink:type="simple"/></disp-formula><p>Then <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402855x153.png" xlink:type="simple"/></inline-formula> is satisfies conditions (1)-(3) in Definition 2.2 therefore <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402855x153.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402855x154.png" xlink:type="simple"/></inline-formula> is a continuous random dynamical system associated with the stochastic reaction-diffusion equation on<inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402855x153.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402855x154.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402855x155.png" xlink:type="simple"/></inline-formula>. In the next two sections, we establish uniform estimates for the solutions of problem (3.1), (3.2) and prove the existence of a random attractor for<inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402855x153.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402855x154.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402855x155.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402855x156.png" xlink:type="simple"/></inline-formula>.</p></sec><sec id="s4"><title>4. Uniform Estimates of Solutions</title><p>In this section, we drive uniform estimates on the solutions of (3.1), (3.2) defined on <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402855x157.png" xlink:type="simple"/></inline-formula> when <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402855x157.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402855x158.png" xlink:type="simple"/></inline-formula> with the purpose of proving the existence of a bounded random absorbing set and the asymptotic compactness of the random dynamical system associated with the equation. In particular, we will show that the tails of the solutions, i.e. solutions evaluated at large values of<inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402855x157.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402855x158.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402855x159.png" xlink:type="simple"/></inline-formula>, are uniformly small when the time is sufficiently large.</p><p>We always assume that D is the collection of all tempered subsets of <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402855x160.png" xlink:type="simple"/></inline-formula> with respect to <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402855x160.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402855x161.png" xlink:type="simple"/></inline-formula> the next lemma shows that <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402855x160.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402855x161.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402855x162.png" xlink:type="simple"/></inline-formula> has a random absorbing set in D.</p><p>Lemma 4.1. Assume that g<sup>j</sup>, <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402855x163.png" xlink:type="simple"/></inline-formula>, and (3.3)-(3.5) hold. Then there exists <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402855x163.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402855x164.png" xlink:type="simple"/></inline-formula> such that</p><p><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402855x165.png" xlink:type="simple"/></inline-formula>is a random absorbing set for <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402855x165.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402855x166.png" xlink:type="simple"/></inline-formula> in D, that is, for any <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402855x165.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402855x166.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402855x167.png" xlink:type="simple"/></inline-formula> and P-a.e<inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402855x165.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402855x166.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402855x167.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402855x168.png" xlink:type="simple"/></inline-formula>,</p><p>there is <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402855x169.png" xlink:type="simple"/></inline-formula> such that</p><disp-formula id="scirp.59963-formula144"><graphic  xlink:href="http://html.scirp.org/file/12-7402855x170.png"  xlink:type="simple"/></disp-formula><p>Proof. We first derive uniform estimates on <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402855x171.png" xlink:type="simple"/></inline-formula> from which the uniform estimates on<inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402855x171.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402855x172.png" xlink:type="simple"/></inline-formula>. Multipling (3.10) by <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402855x171.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402855x172.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402855x173.png" xlink:type="simple"/></inline-formula> and then integrating over<inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402855x171.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402855x172.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402855x173.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402855x174.png" xlink:type="simple"/></inline-formula>, we have</p><disp-formula id="scirp.59963-formula145"><label>(4.1)</label><graphic position="anchor" xlink:href="http://html.scirp.org/file/12-7402855x175.png"  xlink:type="simple"/></disp-formula><p>For the nonlinear term, by (3.3)-(3.5) we obtain</p><disp-formula id="scirp.59963-formula146"><label>(4.2)</label><graphic position="anchor" xlink:href="http://html.scirp.org/file/12-7402855x176.png"  xlink:type="simple"/></disp-formula><p>on the other hand, the next two terms on the right-hand side of (4.1) are bounded by</p><disp-formula id="scirp.59963-formula147"><label>(4.3)</label><graphic position="anchor" xlink:href="http://html.scirp.org/file/12-7402855x177.png"  xlink:type="simple"/></disp-formula><p>the last term on the right-hand side of (4.1) is bounded by</p><disp-formula id="scirp.59963-formula148"><label>(4.4)</label><graphic position="anchor" xlink:href="http://html.scirp.org/file/12-7402855x178.png"  xlink:type="simple"/></disp-formula><p>where <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402855x179.png" xlink:type="simple"/></inline-formula> and<inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402855x179.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402855x180.png" xlink:type="simple"/></inline-formula>.</p><p>Then it follows from (4.1)-(4.4) that</p><disp-formula id="scirp.59963-formula149"><label>(4.5)</label><graphic position="anchor" xlink:href="http://html.scirp.org/file/12-7402855x181.png"  xlink:type="simple"/></disp-formula><p>Note that <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402855x182.png" xlink:type="simple"/></inline-formula> and<inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402855x182.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402855x183.png" xlink:type="simple"/></inline-formula>, therefore, the right-hand side of (4.5) is bounded as following</p><disp-formula id="scirp.59963-formula150"><label>(4.6)</label><graphic position="anchor" xlink:href="http://html.scirp.org/file/12-7402855x184.png"  xlink:type="simple"/></disp-formula><p>By (3.9), we find that for P-a.e, <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402855x185.png" xlink:type="simple"/></inline-formula></p><disp-formula id="scirp.59963-formula151"><label>(4.7)</label><graphic position="anchor" xlink:href="http://html.scirp.org/file/12-7402855x186.png"  xlink:type="simple"/></disp-formula><p>it follows from (4.5), (4.6) that, all<inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402855x187.png" xlink:type="simple"/></inline-formula>,</p><disp-formula id="scirp.59963-formula152"><label>(4.8)</label><graphic position="anchor" xlink:href="http://html.scirp.org/file/12-7402855x188.png"  xlink:type="simple"/></disp-formula><p>which implies that for all<inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402855x189.png" xlink:type="simple"/></inline-formula>,</p><disp-formula id="scirp.59963-formula153"><label>(4.9)</label><graphic position="anchor" xlink:href="http://html.scirp.org/file/12-7402855x190.png"  xlink:type="simple"/></disp-formula><p>Let<inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402855x191.png" xlink:type="simple"/></inline-formula>. Applying Gronwall’s lemma, we find that, for all<inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402855x191.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402855x192.png" xlink:type="simple"/></inline-formula>,</p><disp-formula id="scirp.59963-formula154"><label>(4.10)</label><graphic position="anchor" xlink:href="http://html.scirp.org/file/12-7402855x193.png"  xlink:type="simple"/></disp-formula><p>By replacing <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402855x194.png" xlink:type="simple"/></inline-formula> by<inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402855x194.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402855x195.png" xlink:type="simple"/></inline-formula>, we get from (4.10) and (4.7) that for all <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402855x194.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402855x195.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402855x196.png" xlink:type="simple"/></inline-formula></p><disp-formula id="scirp.59963-formula155"><label>(4.11)</label><graphic position="anchor" xlink:href="http://html.scirp.org/file/12-7402855x197.png"  xlink:type="simple"/></disp-formula><p>Note that<inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402855x198.png" xlink:type="simple"/></inline-formula>.</p><p>So from (4.11) we get that, for all<inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402855x199.png" xlink:type="simple"/></inline-formula>,</p><disp-formula id="scirp.59963-formula156"><label>(4.12)</label><graphic position="anchor" xlink:href="http://html.scirp.org/file/12-7402855x200.png"  xlink:type="simple"/></disp-formula><p>By assumption <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402855x201.png" xlink:type="simple"/></inline-formula> is tempered. On the other hand, by definition, <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402855x201.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402855x202.png" xlink:type="simple"/></inline-formula>is also tempered,</p><p>therefore, if<inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402855x203.png" xlink:type="simple"/></inline-formula>. Then there is <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402855x203.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402855x204.png" xlink:type="simple"/></inline-formula> such that for all <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402855x203.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402855x204.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402855x205.png" xlink:type="simple"/></inline-formula></p><disp-formula id="scirp.59963-formula157"><graphic  xlink:href="http://html.scirp.org/file/12-7402855x206.png"  xlink:type="simple"/></disp-formula><p>which along with (4.12) shows that, for all<inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402855x207.png" xlink:type="simple"/></inline-formula>,</p><disp-formula id="scirp.59963-formula158"><label>(4.13)</label><graphic position="anchor" xlink:href="http://html.scirp.org/file/12-7402855x208.png"  xlink:type="simple"/></disp-formula><p>Given <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402855x209.png" xlink:type="simple"/></inline-formula></p><disp-formula id="scirp.59963-formula159"><graphic  xlink:href="http://html.scirp.org/file/12-7402855x210.png"  xlink:type="simple"/></disp-formula><p>Then<inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402855x211.png" xlink:type="simple"/></inline-formula>, further, (4.13) indicates that <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402855x211.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402855x212.png" xlink:type="simple"/></inline-formula> is a random absorbing set for <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402855x211.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402855x212.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402855x213.png" xlink:type="simple"/></inline-formula> in D.</p><p>Which completes the Proof. ,</p><p>We next drive uniform estimates for u in <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402855x214.png" xlink:type="simple"/></inline-formula> and for u in<inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402855x214.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402855x215.png" xlink:type="simple"/></inline-formula>.</p><p>Lemma 4.2. Assume that <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402855x216.png" xlink:type="simple"/></inline-formula> and (3.3)-(3.5) hold, let <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402855x216.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402855x217.png" xlink:type="simple"/></inline-formula> and<inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402855x216.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402855x217.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402855x218.png" xlink:type="simple"/></inline-formula>.</p><p>Then for every <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402855x219.png" xlink:type="simple"/></inline-formula> and P-a.e<inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402855x219.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402855x220.png" xlink:type="simple"/></inline-formula>, the solutions <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402855x219.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402855x220.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402855x221.png" xlink:type="simple"/></inline-formula> of problem (3.1), (3.2) and <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402855x219.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402855x220.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402855x221.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402855x222.png" xlink:type="simple"/></inline-formula> of (3.11) with <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402855x219.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402855x220.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402855x221.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402855x222.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402855x223.png" xlink:type="simple"/></inline-formula> satisfy, for all<inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402855x219.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402855x220.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402855x221.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402855x222.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402855x223.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402855x224.png" xlink:type="simple"/></inline-formula>.</p><disp-formula id="scirp.59963-formula160"><label>(4.14)</label><graphic position="anchor" xlink:href="http://html.scirp.org/file/12-7402855x225.png"  xlink:type="simple"/></disp-formula><disp-formula id="scirp.59963-formula161"><label>(4.15)</label><graphic position="anchor" xlink:href="http://html.scirp.org/file/12-7402855x226.png"  xlink:type="simple"/></disp-formula><p>where C is a positive deterministic constant independent of <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402855x227.png" xlink:type="simple"/></inline-formula> and <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402855x227.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402855x228.png" xlink:type="simple"/></inline-formula> is the tempered function in (3.7).</p><p>Proof. First, replacing t by <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402855x229.png" xlink:type="simple"/></inline-formula> and then replacing <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402855x229.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402855x230.png" xlink:type="simple"/></inline-formula> by <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402855x229.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402855x230.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402855x231.png" xlink:type="simple"/></inline-formula> in (4.10) we find that</p><disp-formula id="scirp.59963-formula162"><graphic  xlink:href="http://html.scirp.org/file/12-7402855x232.png"  xlink:type="simple"/></disp-formula><p>Multiply the above by <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402855x233.png" xlink:type="simple"/></inline-formula> and then simplify to get.</p><disp-formula id="scirp.59963-formula163"><label>(4.16)</label><graphic position="anchor" xlink:href="http://html.scirp.org/file/12-7402855x234.png"  xlink:type="simple"/></disp-formula><p>By (4.7), the second term on the right-hand side of (4.16) satisfies</p><disp-formula id="scirp.59963-formula164"><label>(4.17)</label><graphic position="anchor" xlink:href="http://html.scirp.org/file/12-7402855x235.png"  xlink:type="simple"/></disp-formula><p>From (4.16), (4.17) it follows that</p><disp-formula id="scirp.59963-formula165"><label>(4.18)</label><graphic position="anchor" xlink:href="http://html.scirp.org/file/12-7402855x236.png"  xlink:type="simple"/></disp-formula><p>By (4.8) we find that, for <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402855x237.png" xlink:type="simple"/></inline-formula></p><disp-formula id="scirp.59963-formula166"><label>(4.19)</label><graphic position="anchor" xlink:href="http://html.scirp.org/file/12-7402855x238.png"  xlink:type="simple"/></disp-formula><p>Dropping the first term on the left-hand side of (4.19) and replacing <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402855x239.png" xlink:type="simple"/></inline-formula> by<inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402855x239.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402855x240.png" xlink:type="simple"/></inline-formula>, we obtain that, for all <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402855x239.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402855x240.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402855x241.png" xlink:type="simple"/></inline-formula></p><disp-formula id="scirp.59963-formula167"><label>(4.20)</label><graphic position="anchor" xlink:href="http://html.scirp.org/file/12-7402855x242.png"  xlink:type="simple"/></disp-formula><p>By (4.7), the second term on the right-hand side of (4.20) satisfies, for all <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402855x243.png" xlink:type="simple"/></inline-formula></p><disp-formula id="scirp.59963-formula168"><label>(4.21)</label><graphic position="anchor" xlink:href="http://html.scirp.org/file/12-7402855x244.png"  xlink:type="simple"/></disp-formula><p>Then, using (4.20) and (4.21), it follows from (4.20) that</p><disp-formula id="scirp.59963-formula169"><graphic  xlink:href="http://html.scirp.org/file/12-7402855x245.png"  xlink:type="simple"/></disp-formula><p>This completes the proof. ,</p><p>Lemma 4.3. Assume that g<sup>j</sup>, <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402855x246.png" xlink:type="simple"/></inline-formula>and (3.3)-(3.5) hold, Let <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402855x246.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402855x247.png" xlink:type="simple"/></inline-formula> and<inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402855x246.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402855x247.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402855x248.png" xlink:type="simple"/></inline-formula>.</p><p>Then for P-a.e<inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402855x249.png" xlink:type="simple"/></inline-formula>, there exists <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402855x249.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402855x250.png" xlink:type="simple"/></inline-formula> such that the solutions <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402855x249.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402855x250.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402855x251.png" xlink:type="simple"/></inline-formula> of problem (3.1), (3.2) and <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402855x249.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402855x250.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402855x251.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402855x252.png" xlink:type="simple"/></inline-formula> of (3.11) with <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402855x249.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402855x250.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402855x251.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402855x252.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402855x253.png" xlink:type="simple"/></inline-formula> satisfy, for all<inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402855x249.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402855x250.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402855x251.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402855x252.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402855x253.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402855x254.png" xlink:type="simple"/></inline-formula>.</p><disp-formula id="scirp.59963-formula170"><graphic  xlink:href="http://html.scirp.org/file/12-7402855x255.png"  xlink:type="simple"/></disp-formula><disp-formula id="scirp.59963-formula171"><graphic  xlink:href="http://html.scirp.org/file/12-7402855x256.png"  xlink:type="simple"/></disp-formula><p>where C is a positive deterministic constant and <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402855x257.png" xlink:type="simple"/></inline-formula> is the tempered function in (3.7).</p><p>Proof. First replacing t by t + 1 and then replacing <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402855x258.png" xlink:type="simple"/></inline-formula> by t in (4.14), we find that</p><disp-formula id="scirp.59963-formula172"><label>(4.22)</label><graphic position="anchor" xlink:href="http://html.scirp.org/file/12-7402855x259.png"  xlink:type="simple"/></disp-formula><p>Note that <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402855x260.png" xlink:type="simple"/></inline-formula> for<inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402855x260.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402855x261.png" xlink:type="simple"/></inline-formula>, hence, form (4.22) we have</p><disp-formula id="scirp.59963-formula173"><label>(4.23)</label><graphic position="anchor" xlink:href="http://html.scirp.org/file/12-7402855x262.png"  xlink:type="simple"/></disp-formula><p>Since <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402855x263.png" xlink:type="simple"/></inline-formula> and <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402855x263.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402855x264.png" xlink:type="simple"/></inline-formula> are tempered there is <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402855x263.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402855x264.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402855x265.png" xlink:type="simple"/></inline-formula> such that for all <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402855x263.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402855x264.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402855x265.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402855x266.png" xlink:type="simple"/></inline-formula></p><disp-formula id="scirp.59963-formula174"><graphic  xlink:href="http://html.scirp.org/file/12-7402855x267.png"  xlink:type="simple"/></disp-formula><p>which along with (4.23) shows that, for all<inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402855x268.png" xlink:type="simple"/></inline-formula>,</p><disp-formula id="scirp.59963-formula175"><label>(4.24)</label><graphic position="anchor" xlink:href="http://html.scirp.org/file/12-7402855x269.png"  xlink:type="simple"/></disp-formula><p>Then from (4.10) using the same steps of last process applying on (4.15), we get that</p><disp-formula id="scirp.59963-formula176"><label>(4.25)</label><graphic position="anchor" xlink:href="http://html.scirp.org/file/12-7402855x270.png"  xlink:type="simple"/></disp-formula><p>The above uniform estimates is a special case lemma 4.2, then the lemma follows from (4.24)-(4.25). ,.</p><p>Lemma 4.4. Assume that g<sup>j</sup>, <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402855x271.png" xlink:type="simple"/></inline-formula>and (3.3)-(3.5) hold, let <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402855x271.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402855x272.png" xlink:type="simple"/></inline-formula> and<inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402855x271.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402855x272.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402855x273.png" xlink:type="simple"/></inline-formula>.</p><p>Then for P-a.e<inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402855x274.png" xlink:type="simple"/></inline-formula>, there exists <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402855x274.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402855x275.png" xlink:type="simple"/></inline-formula> such that the solution <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402855x274.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402855x275.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402855x276.png" xlink:type="simple"/></inline-formula> of problem (3.1), (3.2) satisfies, for all<inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402855x274.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402855x275.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402855x276.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402855x277.png" xlink:type="simple"/></inline-formula>.</p><disp-formula id="scirp.59963-formula177"><graphic  xlink:href="http://html.scirp.org/file/12-7402855x278.png"  xlink:type="simple"/></disp-formula><p>where C is a positive deterministic constant and <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402855x279.png" xlink:type="simple"/></inline-formula> is the tempered function in (3.9).</p><p>Proof. Let <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402855x280.png" xlink:type="simple"/></inline-formula> be the positive constant in lemma 4.3, take <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402855x280.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402855x281.png" xlink:type="simple"/></inline-formula> and<inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402855x280.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402855x281.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402855x282.png" xlink:type="simple"/></inline-formula>, by (3.11) we find that</p><disp-formula id="scirp.59963-formula178"><label>(4.26)</label><graphic position="anchor" xlink:href="http://html.scirp.org/file/12-7402855x283.png"  xlink:type="simple"/></disp-formula><p>By (3.9) we obtain</p><disp-formula id="scirp.59963-formula179"><label>(4.27)</label><graphic position="anchor" xlink:href="http://html.scirp.org/file/12-7402855x284.png"  xlink:type="simple"/></disp-formula><p>Now integration (4.26) with respect to s over (t, t + 1), by lemma 4.3 and inequality (4.27), we have</p><disp-formula id="scirp.59963-formula180"><label>(4.28)</label><graphic position="anchor" xlink:href="http://html.scirp.org/file/12-7402855x285.png"  xlink:type="simple"/></disp-formula><p>Then the lemma follows from (4.28). ,</p><p>Lemma 4.5. Assume that g<sup>j</sup>, <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402855x286.png" xlink:type="simple"/></inline-formula>and (3.3)-(3.5) hold, let <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402855x286.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402855x287.png" xlink:type="simple"/></inline-formula> and<inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402855x286.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402855x287.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402855x288.png" xlink:type="simple"/></inline-formula>. Then for P-a.e<inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402855x286.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402855x287.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402855x288.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402855x289.png" xlink:type="simple"/></inline-formula>, there exists <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402855x286.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402855x287.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402855x288.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402855x289.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402855x290.png" xlink:type="simple"/></inline-formula> such that for all<inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402855x286.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402855x287.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402855x288.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402855x289.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402855x290.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402855x291.png" xlink:type="simple"/></inline-formula>.</p><disp-formula id="scirp.59963-formula181"><graphic  xlink:href="http://html.scirp.org/file/12-7402855x292.png"  xlink:type="simple"/></disp-formula><p>where C is a positive deterministic constant and <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402855x293.png" xlink:type="simple"/></inline-formula> is the tempered function in (3.9).</p><p>Proof. Taking the inner product of (3.10) with <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402855x294.png" xlink:type="simple"/></inline-formula> in<inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402855x294.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402855x295.png" xlink:type="simple"/></inline-formula>, we get that</p><disp-formula id="scirp.59963-formula182"><label>(4.29)</label><graphic position="anchor" xlink:href="http://html.scirp.org/file/12-7402855x296.png"  xlink:type="simple"/></disp-formula><p>We estimates the first term in the right-hand side of (4.29) by (3.3), (3.4) we have</p><disp-formula id="scirp.59963-formula183"><label>(4.30)</label><graphic position="anchor" xlink:href="http://html.scirp.org/file/12-7402855x297.png"  xlink:type="simple"/></disp-formula><p>On the other hand, the second term on the right-hand side of (4.29) is bounded by</p><disp-formula id="scirp.59963-formula184"><label>(4.31)</label><graphic position="anchor" xlink:href="http://html.scirp.org/file/12-7402855x298.png"  xlink:type="simple"/></disp-formula><p>The last term on the right-hand side of (4.29) is bounded by</p><disp-formula id="scirp.59963-formula185"><label>(4.32)</label><graphic position="anchor" xlink:href="http://html.scirp.org/file/12-7402855x299.png"  xlink:type="simple"/></disp-formula><p>By (4.29)-(4.32) we get that</p><disp-formula id="scirp.59963-formula186"><label>(4.33)</label><graphic position="anchor" xlink:href="http://html.scirp.org/file/12-7402855x300.png"  xlink:type="simple"/></disp-formula><p>Let</p><disp-formula id="scirp.59963-formula187"><label>(4.34)</label><graphic position="anchor" xlink:href="http://html.scirp.org/file/12-7402855x301.png"  xlink:type="simple"/></disp-formula><p>Since <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402855x302.png" xlink:type="simple"/></inline-formula> and<inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402855x302.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402855x303.png" xlink:type="simple"/></inline-formula>, there are positive constants <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402855x302.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402855x303.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402855x304.png" xlink:type="simple"/></inline-formula> and <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402855x302.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402855x303.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402855x304.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402855x305.png" xlink:type="simple"/></inline-formula> such that</p><disp-formula id="scirp.59963-formula188"><graphic  xlink:href="http://html.scirp.org/file/12-7402855x306.png"  xlink:type="simple"/></disp-formula><p>which along with (3.9) shows that</p><disp-formula id="scirp.59963-formula189"><label>(4.35)</label><graphic position="anchor" xlink:href="http://html.scirp.org/file/12-7402855x307.png"  xlink:type="simple"/></disp-formula><p>By (4.33), (4.34) we have</p><disp-formula id="scirp.59963-formula190"><label>(4.36)</label><graphic position="anchor" xlink:href="http://html.scirp.org/file/12-7402855x308.png"  xlink:type="simple"/></disp-formula><p>Let <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402855x309.png" xlink:type="simple"/></inline-formula> be the positive constant in lemma 4.3 take <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402855x309.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402855x310.png" xlink:type="simple"/></inline-formula> and<inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402855x309.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402855x310.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402855x311.png" xlink:type="simple"/></inline-formula>. Then integrate 4.36 over (s, t + 1) to get that</p><disp-formula id="scirp.59963-formula191"><graphic  xlink:href="http://html.scirp.org/file/12-7402855x312.png"  xlink:type="simple"/></disp-formula><p>Now integrating the above equation with respect to s over (t, t + 1), we find that</p><disp-formula id="scirp.59963-formula192"><graphic  xlink:href="http://html.scirp.org/file/12-7402855x313.png"  xlink:type="simple"/></disp-formula><p>Replacing <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402855x314.png" xlink:type="simple"/></inline-formula> by <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402855x314.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402855x315.png" xlink:type="simple"/></inline-formula> we obtain that</p><disp-formula id="scirp.59963-formula193"><label>(4.37)</label><graphic position="anchor" xlink:href="http://html.scirp.org/file/12-7402855x316.png"  xlink:type="simple"/></disp-formula><p>By lemma 4.3 and 4.4, it follows from (4.37) and (4.35) that, for all <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402855x317.png" xlink:type="simple"/></inline-formula></p><disp-formula id="scirp.59963-formula194"><label>(4.38)</label><graphic position="anchor" xlink:href="http://html.scirp.org/file/12-7402855x318.png"  xlink:type="simple"/></disp-formula><p>Then by 4.38 and 3.9, we have, for all <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402855x319.png" xlink:type="simple"/></inline-formula></p><disp-formula id="scirp.59963-formula195"><graphic  xlink:href="http://html.scirp.org/file/12-7402855x320.png"  xlink:type="simple"/></disp-formula><p>which completes the proof. ,</p><p>Lemma 4.6. Assume that g<sup>j</sup>, <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402855x321.png" xlink:type="simple"/></inline-formula>and (3.3)-(3.5) hold, let <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402855x321.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402855x322.png" xlink:type="simple"/></inline-formula> and<inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402855x321.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402855x322.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402855x323.png" xlink:type="simple"/></inline-formula>.</p><p>Then for every <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402855x324.png" xlink:type="simple"/></inline-formula> and P-a.e<inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402855x324.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402855x325.png" xlink:type="simple"/></inline-formula>, there exists <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402855x324.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402855x325.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402855x326.png" xlink:type="simple"/></inline-formula> and <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402855x324.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402855x325.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402855x326.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402855x327.png" xlink:type="simple"/></inline-formula> such that the solution <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402855x324.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402855x325.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402855x326.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402855x327.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402855x328.png" xlink:type="simple"/></inline-formula> of (3.10) with <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402855x324.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402855x325.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402855x326.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402855x327.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402855x328.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402855x329.png" xlink:type="simple"/></inline-formula> satisfies, for all <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402855x324.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402855x325.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402855x326.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402855x327.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402855x328.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402855x329.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402855x330.png" xlink:type="simple"/></inline-formula></p><disp-formula id="scirp.59963-formula196"><graphic  xlink:href="http://html.scirp.org/file/12-7402855x331.png"  xlink:type="simple"/></disp-formula><p>Proof. Choose a smooth function <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402855x332.png" xlink:type="simple"/></inline-formula> defined on <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402855x332.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402855x333.png" xlink:type="simple"/></inline-formula> such that <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402855x332.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402855x333.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402855x334.png" xlink:type="simple"/></inline-formula> for all <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402855x332.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402855x333.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402855x334.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402855x335.png" xlink:type="simple"/></inline-formula> and</p><disp-formula id="scirp.59963-formula197"><graphic  xlink:href="http://html.scirp.org/file/12-7402855x336.png"  xlink:type="simple"/></disp-formula><p>Then there exists a constant C such that <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402855x337.png" xlink:type="simple"/></inline-formula> for any<inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402855x337.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402855x338.png" xlink:type="simple"/></inline-formula>, multiplying (3.10) by <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402855x337.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402855x338.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402855x339.png" xlink:type="simple"/></inline-formula> in</p><p><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402855x340.png" xlink:type="simple"/></inline-formula>, and integrating over <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402855x340.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402855x341.png" xlink:type="simple"/></inline-formula> we find that</p><disp-formula id="scirp.59963-formula198"><label>(4.39)</label><graphic position="anchor" xlink:href="http://html.scirp.org/file/12-7402855x342.png"  xlink:type="simple"/></disp-formula><p>We now estimate the terms in (4.39) as follows, first we have</p><disp-formula id="scirp.59963-formula199"><label>(4.40)</label><graphic position="anchor" xlink:href="http://html.scirp.org/file/12-7402855x343.png"  xlink:type="simple"/></disp-formula><p>Note that the second term on the right-hand side of (4.40) is bounded by</p><disp-formula id="scirp.59963-formula200"><label>(4.41)</label><graphic position="anchor" xlink:href="http://html.scirp.org/file/12-7402855x344.png"  xlink:type="simple"/></disp-formula><p>By (4.40), (4.41), we find that</p><disp-formula id="scirp.59963-formula201"><label>(4.42)</label><graphic position="anchor" xlink:href="http://html.scirp.org/file/12-7402855x345.png"  xlink:type="simple"/></disp-formula><p>From (4.39) the first term on the right-hand side, we have</p><disp-formula id="scirp.59963-formula202"><label>(4.43)</label><graphic position="anchor" xlink:href="http://html.scirp.org/file/12-7402855x346.png"  xlink:type="simple"/></disp-formula><p>By (3.3), the first term on the right-hand side of (4.43) is bounded by</p><disp-formula id="scirp.59963-formula203"><label>(4.44)</label><graphic position="anchor" xlink:href="http://html.scirp.org/file/12-7402855x347.png"  xlink:type="simple"/></disp-formula><p>By (3.4), the second term on the right-hand side of (4.43) is bounded by</p><disp-formula id="scirp.59963-formula204"><label>(4.45)</label><graphic position="anchor" xlink:href="http://html.scirp.org/file/12-7402855x348.png"  xlink:type="simple"/></disp-formula><p>Then it follows from (4.43)-(4.45) we have that</p><disp-formula id="scirp.59963-formula205"><label>(4.46)</label><graphic position="anchor" xlink:href="http://html.scirp.org/file/12-7402855x349.png"  xlink:type="simple"/></disp-formula><p>For the second term on the right-hand side of (4.39) we have</p><disp-formula id="scirp.59963-formula206"><label>(4.47)</label><graphic position="anchor" xlink:href="http://html.scirp.org/file/12-7402855x350.png"  xlink:type="simple"/></disp-formula><p>For the last term on the right-hand side of (4.39), we have that</p><disp-formula id="scirp.59963-formula207"><label>(4.48)</label><graphic position="anchor" xlink:href="http://html.scirp.org/file/12-7402855x351.png"  xlink:type="simple"/></disp-formula><p>Finally, by (4.39), (4.42) and (4.47) (4.48), we have that</p><disp-formula id="scirp.59963-formula208"><label>(4.49)</label><graphic position="anchor" xlink:href="http://html.scirp.org/file/12-7402855x352.png"  xlink:type="simple"/></disp-formula><p>Note that (4.49) implies that</p><disp-formula id="scirp.59963-formula209"><label>(4.50)</label><graphic position="anchor" xlink:href="http://html.scirp.org/file/12-7402855x353.png"  xlink:type="simple"/></disp-formula><p>By lemma 4.1 and 4.5, there is <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402855x354.png" xlink:type="simple"/></inline-formula> such that for all<inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402855x354.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402855x355.png" xlink:type="simple"/></inline-formula>,</p><disp-formula id="scirp.59963-formula210"><label>(4.51)</label><graphic position="anchor" xlink:href="http://html.scirp.org/file/12-7402855x356.png"  xlink:type="simple"/></disp-formula><p>Now integrating (4.50) over <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402855x357.png" xlink:type="simple"/></inline-formula> we get that, for all <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402855x357.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402855x358.png" xlink:type="simple"/></inline-formula></p><disp-formula id="scirp.59963-formula211"><label>(4.52)</label><graphic position="anchor" xlink:href="http://html.scirp.org/file/12-7402855x359.png"  xlink:type="simple"/></disp-formula><p>Replacing <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402855x360.png" xlink:type="simple"/></inline-formula> by<inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402855x360.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402855x361.png" xlink:type="simple"/></inline-formula>, we obtain from (4.52) that, for all<inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402855x360.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402855x361.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402855x362.png" xlink:type="simple"/></inline-formula>,</p><disp-formula id="scirp.59963-formula212"><label>(4.53)</label><graphic position="anchor" xlink:href="http://html.scirp.org/file/12-7402855x363.png"  xlink:type="simple"/></disp-formula><p>In what follows, we estimate the terms in (4.53). First replacing t by <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402855x364.png" xlink:type="simple"/></inline-formula> and then replacing <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402855x364.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402855x365.png" xlink:type="simple"/></inline-formula> by <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402855x364.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402855x365.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402855x366.png" xlink:type="simple"/></inline-formula> in (4.10), we have the following bounds for the first term on the right-hand side of (4.53)</p><disp-formula id="scirp.59963-formula213"><label>(4.54)</label><graphic position="anchor" xlink:href="http://html.scirp.org/file/12-7402855x367.png"  xlink:type="simple"/></disp-formula><p>where we have used (4.7). By (4.54), we find that, given<inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402855x368.png" xlink:type="simple"/></inline-formula>, there is <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402855x368.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402855x369.png" xlink:type="simple"/></inline-formula> such that for all <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402855x368.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402855x369.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402855x370.png" xlink:type="simple"/></inline-formula></p><disp-formula id="scirp.59963-formula214"><label>(4.55)</label><graphic position="anchor" xlink:href="http://html.scirp.org/file/12-7402855x371.png"  xlink:type="simple"/></disp-formula><p>By lemma 4.2, there is <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402855x372.png" xlink:type="simple"/></inline-formula> such that the fourth term on the right-hand side of (4.53) satisfies</p><disp-formula id="scirp.59963-formula215"><graphic  xlink:href="http://html.scirp.org/file/12-7402855x373.png"  xlink:type="simple"/></disp-formula><p>And hence, there is <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402855x374.png" xlink:type="simple"/></inline-formula> such that for all <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402855x374.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402855x375.png" xlink:type="simple"/></inline-formula> and<inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402855x374.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402855x375.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402855x376.png" xlink:type="simple"/></inline-formula>,</p><disp-formula id="scirp.59963-formula216"><label>(4.56)</label><graphic position="anchor" xlink:href="http://html.scirp.org/file/12-7402855x377.png"  xlink:type="simple"/></disp-formula><p>First replacing t by s and then replacing <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402855x378.png" xlink:type="simple"/></inline-formula> by <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402855x378.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402855x379.png" xlink:type="simple"/></inline-formula> in (4.10), we find that the third term on the right-hand side of (4.53) satisfies</p><disp-formula id="scirp.59963-formula217"><graphic  xlink:href="http://html.scirp.org/file/12-7402855x380.png"  xlink:type="simple"/></disp-formula><p>This implies that there exist <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402855x381.png" xlink:type="simple"/></inline-formula> and <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402855x381.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402855x382.png" xlink:type="simple"/></inline-formula> such that for all <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402855x381.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402855x382.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402855x383.png" xlink:type="simple"/></inline-formula> and<inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402855x381.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402855x382.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402855x383.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402855x384.png" xlink:type="simple"/></inline-formula>,</p><disp-formula id="scirp.59963-formula218"><label>(4.57)</label><graphic position="anchor" xlink:href="http://html.scirp.org/file/12-7402855x385.png"  xlink:type="simple"/></disp-formula><p>Then the second term on the right-hand side of (4.53), there exist <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402855x386.png" xlink:type="simple"/></inline-formula> and <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402855x386.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402855x387.png" xlink:type="simple"/></inline-formula> such that for all <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402855x386.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402855x387.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402855x388.png" xlink:type="simple"/></inline-formula> and <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402855x386.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402855x387.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402855x388.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402855x389.png" xlink:type="simple"/></inline-formula> we have that</p><disp-formula id="scirp.59963-formula219"><label>(4.58)</label><graphic position="anchor" xlink:href="http://html.scirp.org/file/12-7402855x390.png"  xlink:type="simple"/></disp-formula><p>Note that<inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402855x391.png" xlink:type="simple"/></inline-formula>,<inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402855x391.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402855x392.png" xlink:type="simple"/></inline-formula>. therefore, there is <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402855x391.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402855x392.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402855x393.png" xlink:type="simple"/></inline-formula> such that for all<inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402855x391.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402855x392.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402855x393.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402855x394.png" xlink:type="simple"/></inline-formula>,</p><disp-formula id="scirp.59963-formula220"><graphic  xlink:href="http://html.scirp.org/file/12-7402855x395.png"  xlink:type="simple"/></disp-formula><p>For the five term on the right-hand side of (4.53), we have</p><disp-formula id="scirp.59963-formula221"><graphic  xlink:href="http://html.scirp.org/file/12-7402855x396.png"  xlink:type="simple"/></disp-formula><disp-formula id="scirp.59963-formula222"><label>(4.59)</label><graphic position="anchor" xlink:href="http://html.scirp.org/file/12-7402855x397.png"  xlink:type="simple"/></disp-formula><p>Note that <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402855x398.png" xlink:type="simple"/></inline-formula> and <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402855x398.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402855x399.png" xlink:type="simple"/></inline-formula> Hence there is <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402855x398.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402855x399.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402855x400.png" xlink:type="simple"/></inline-formula> such</p><p>that for all <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402855x401.png" xlink:type="simple"/></inline-formula> and<inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402855x401.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402855x402.png" xlink:type="simple"/></inline-formula>.</p><disp-formula id="scirp.59963-formula223"><label>(4.60)</label><graphic position="anchor" xlink:href="http://html.scirp.org/file/12-7402855x403.png"  xlink:type="simple"/></disp-formula><p>where <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402855x404.png" xlink:type="simple"/></inline-formula> is the tempered function in (3.7) and <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402855x404.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402855x405.png" xlink:type="simple"/></inline-formula> is the positive constant in the last term on the right-hand side of (4.60), By (4.60) and (3.7), (3.8), we have the following bounds for the last term on the right-hand side of (4.53):</p><disp-formula id="scirp.59963-formula224"><label>(4.61)</label><graphic position="anchor" xlink:href="http://html.scirp.org/file/12-7402855x406.png"  xlink:type="simple"/></disp-formula><p>Let <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402855x407.png" xlink:type="simple"/></inline-formula> and <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402855x407.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402855x408.png" xlink:type="simple"/></inline-formula> then it follows from (4.53), (4.55)-(4.61) that, for all <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402855x407.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402855x408.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402855x409.png" xlink:type="simple"/></inline-formula> and<inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402855x407.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402855x408.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402855x409.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402855x410.png" xlink:type="simple"/></inline-formula>, we have</p><disp-formula id="scirp.59963-formula225"><graphic  xlink:href="http://html.scirp.org/file/12-7402855x411.png"  xlink:type="simple"/></disp-formula><p>which shows that for all <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402855x412.png" xlink:type="simple"/></inline-formula> and <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402855x412.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402855x413.png" xlink:type="simple"/></inline-formula></p><disp-formula id="scirp.59963-formula226"><graphic  xlink:href="http://html.scirp.org/file/12-7402855x414.png"  xlink:type="simple"/></disp-formula><p>This completes the proof. ,</p><p>Lemma 4.7. Assume that g<sup>j</sup>, <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402855x415.png" xlink:type="simple"/></inline-formula>and (3.3)-(3.5) hold. Let <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402855x415.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402855x416.png" xlink:type="simple"/></inline-formula> and<inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402855x415.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402855x416.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402855x417.png" xlink:type="simple"/></inline-formula>.</p><p>Then for every <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402855x418.png" xlink:type="simple"/></inline-formula> and P-a.e<inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402855x418.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402855x419.png" xlink:type="simple"/></inline-formula>, there exists <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402855x418.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402855x419.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402855x420.png" xlink:type="simple"/></inline-formula> and <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402855x418.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402855x419.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402855x420.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402855x421.png" xlink:type="simple"/></inline-formula> such that, for all <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402855x418.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402855x419.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402855x420.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402855x421.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402855x422.png" xlink:type="simple"/></inline-formula></p><disp-formula id="scirp.59963-formula227"><graphic  xlink:href="http://html.scirp.org/file/12-7402855x423.png"  xlink:type="simple"/></disp-formula><p>Proof. Let <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402855x424.png" xlink:type="simple"/></inline-formula> and <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402855x424.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402855x425.png" xlink:type="simple"/></inline-formula> be the constant in lemma 4.6 By (4.60) and (3.7) we have, for all <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402855x424.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402855x425.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402855x426.png" xlink:type="simple"/></inline-formula> and <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402855x424.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402855x425.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402855x426.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402855x427.png" xlink:type="simple"/></inline-formula></p><disp-formula id="scirp.59963-formula228"><label>(4.62)</label><graphic position="anchor" xlink:href="http://html.scirp.org/file/12-7402855x428.png"  xlink:type="simple"/></disp-formula><p>then by (4.62) and lemma 4.6, we get that, for all <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402855x429.png" xlink:type="simple"/></inline-formula> and <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402855x429.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402855x430.png" xlink:type="simple"/></inline-formula></p><disp-formula id="scirp.59963-formula229"><graphic  xlink:href="http://html.scirp.org/file/12-7402855x431.png"  xlink:type="simple"/></disp-formula><p>which completes the proof. ,</p></sec><sec id="s5"><title>5. Random Attractors</title><p>In this section, we prove the existence of a D-random attractor for the random dynamical system <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402855x432.png" xlink:type="simple"/></inline-formula> associated with the stochastic reaction-diffusion Equations (3.1), (3.2) on<inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402855x432.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402855x433.png" xlink:type="simple"/></inline-formula>. It follows from lemma 4.1 that <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402855x432.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402855x433.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402855x434.png" xlink:type="simple"/></inline-formula> has a closed random absorbing set in D, which along with the D-pullback asymptotic compactness will imply the existence of a unique D-random attractor. The D-pullback asymptotic compactness of <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402855x432.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402855x433.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402855x434.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402855x435.png" xlink:type="simple"/></inline-formula> is given below and will be proved by using the uniform estimates on the tails of solutions.</p><p>Lemma 5.1. Assume that g<sup>j</sup>, <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402855x436.png" xlink:type="simple"/></inline-formula>and (3.3)-(3.5) hold. Then the random dynamical system ϕ is D-</p><p>pullback asymptotically compact in<inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402855x437.png" xlink:type="simple"/></inline-formula>; that is, for P-a.e<inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402855x437.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402855x438.png" xlink:type="simple"/></inline-formula>, the sequence <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402855x437.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402855x438.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402855x439.png" xlink:type="simple"/></inline-formula></p><p>has a convergent subsequence in <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402855x440.png" xlink:type="simple"/></inline-formula> provided<inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402855x440.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402855x441.png" xlink:type="simple"/></inline-formula>, <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402855x440.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402855x441.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402855x442.png" xlink:type="simple"/></inline-formula>and <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402855x440.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402855x441.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402855x442.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402855x443.png" xlink:type="simple"/></inline-formula></p><p>Proof. Let <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402855x444.png" xlink:type="simple"/></inline-formula> <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402855x444.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402855x445.png" xlink:type="simple"/></inline-formula> and <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402855x444.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402855x445.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402855x446.png" xlink:type="simple"/></inline-formula> Then by lemma 4.1 for P-a.e<inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402855x444.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402855x445.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402855x446.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402855x447.png" xlink:type="simple"/></inline-formula>, we have that</p><disp-formula id="scirp.59963-formula230"><graphic  xlink:href="http://html.scirp.org/file/12-7402855x448.png"  xlink:type="simple"/></disp-formula><p>Hence, there is <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402855x449.png" xlink:type="simple"/></inline-formula> such that, up to a subsequence,</p><disp-formula id="scirp.59963-formula231"><label>(5.1)</label><graphic position="anchor" xlink:href="http://html.scirp.org/file/12-7402855x450.png"  xlink:type="simple"/></disp-formula><p>Next, we prove the weak convergence of (5.1) is actually strong convergence. Given<inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402855x451.png" xlink:type="simple"/></inline-formula>, by lemma 4.7, there is <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402855x451.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402855x452.png" xlink:type="simple"/></inline-formula> and <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402855x451.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402855x452.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402855x453.png" xlink:type="simple"/></inline-formula> such that for all<inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402855x451.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402855x452.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402855x453.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402855x454.png" xlink:type="simple"/></inline-formula>,</p><disp-formula id="scirp.59963-formula232"><label>(5.2)</label><graphic position="anchor" xlink:href="http://html.scirp.org/file/12-7402855x455.png"  xlink:type="simple"/></disp-formula><p>Since<inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402855x456.png" xlink:type="simple"/></inline-formula>, there is <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402855x456.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402855x457.png" xlink:type="simple"/></inline-formula> such that <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402855x456.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402855x457.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402855x458.png" xlink:type="simple"/></inline-formula> for every<inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402855x456.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402855x457.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402855x458.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402855x459.png" xlink:type="simple"/></inline-formula>. Hence, it follows from (5.2) that for all<inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402855x456.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402855x457.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402855x458.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402855x459.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402855x460.png" xlink:type="simple"/></inline-formula>,</p><disp-formula id="scirp.59963-formula233"><label>(5.3)</label><graphic position="anchor" xlink:href="http://html.scirp.org/file/12-7402855x461.png"  xlink:type="simple"/></disp-formula><p>On the other hand, by lemma 4.1 and 4.5, there <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402855x462.png" xlink:type="simple"/></inline-formula> such that for all<inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402855x462.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402855x463.png" xlink:type="simple"/></inline-formula>,</p><disp-formula id="scirp.59963-formula234"><label>(5.4)</label><graphic position="anchor" xlink:href="http://html.scirp.org/file/12-7402855x464.png"  xlink:type="simple"/></disp-formula><p>Let <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402855x465.png" xlink:type="simple"/></inline-formula> be large enough such that t<sub>n</sub> ≥ T<sub>2</sub> for n ≥ N<sub>2</sub>. then by (5.4) we have that, for all n ≥ N<sub>2</sub>,</p><disp-formula id="scirp.59963-formula235"><label>(5.5)</label><graphic position="anchor" xlink:href="http://html.scirp.org/file/12-7402855x466.png"  xlink:type="simple"/></disp-formula><p>Denote by <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402855x467.png" xlink:type="simple"/></inline-formula> the set<inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402855x467.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402855x468.png" xlink:type="simple"/></inline-formula>. By the compactness of embedding<inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402855x467.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402855x468.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402855x469.png" xlink:type="simple"/></inline-formula>, it fol- lows from (5.5) that, up to a subsequence,</p><disp-formula id="scirp.59963-formula236"><graphic  xlink:href="http://html.scirp.org/file/12-7402855x470.png"  xlink:type="simple"/></disp-formula><p>which shows that for the given<inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402855x471.png" xlink:type="simple"/></inline-formula>, there exists <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402855x471.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402855x472.png" xlink:type="simple"/></inline-formula> such that for all<inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402855x471.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402855x472.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402855x473.png" xlink:type="simple"/></inline-formula>,</p><disp-formula id="scirp.59963-formula237"><label>(5.6)</label><graphic position="anchor" xlink:href="http://html.scirp.org/file/12-7402855x474.png"  xlink:type="simple"/></disp-formula><p>Note that<inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402855x475.png" xlink:type="simple"/></inline-formula>. Therefore there exists <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402855x475.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402855x476.png" xlink:type="simple"/></inline-formula> such that</p><disp-formula id="scirp.59963-formula238"><label>(5.7)</label><graphic position="anchor" xlink:href="http://html.scirp.org/file/12-7402855x477.png"  xlink:type="simple"/></disp-formula><p>let <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402855x478.png" xlink:type="simple"/></inline-formula> and <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402855x478.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402855x479.png" xlink:type="simple"/></inline-formula> By (5.3), (5.6), and (6.7), we find that for all<inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402855x478.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402855x479.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402855x480.png" xlink:type="simple"/></inline-formula>,</p><disp-formula id="scirp.59963-formula239"><graphic  xlink:href="http://html.scirp.org/file/12-7402855x481.png"  xlink:type="simple"/></disp-formula><p>which shows that</p><disp-formula id="scirp.59963-formula240"><graphic  xlink:href="http://html.scirp.org/file/12-7402855x482.png"  xlink:type="simple"/></disp-formula><p>as wanted. ,</p><p>Now we are in a position to present our main result: the existence of a D-random attractor for <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402855x483.png" xlink:type="simple"/></inline-formula> in <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402855x483.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402855x484.png" xlink:type="simple"/></inline-formula></p><p>Theorem 5.2. Assume that<inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402855x485.png" xlink:type="simple"/></inline-formula>, <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402855x485.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402855x486.png" xlink:type="simple"/></inline-formula>and (3.3)-(3.5) hold. Then the random dynamical system <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402855x485.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402855x486.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402855x487.png" xlink:type="simple"/></inline-formula> has a unique D-random attractor in<inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402855x485.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402855x486.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402855x487.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402855x488.png" xlink:type="simple"/></inline-formula>.</p><p>Proof. Notice that <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402855x489.png" xlink:type="simple"/></inline-formula> has a closed random absorbing set <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402855x489.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402855x490.png" xlink:type="simple"/></inline-formula> in D by lemma 4.1, and is D-pullback</p><p>asymptotically compact in <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402855x491.png" xlink:type="simple"/></inline-formula> by lemma 5.1. Hence the existence of a unique D-random attractor for <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402855x491.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/12-7402855x492.png" xlink:type="simple"/></inline-formula> follows from proposition 2.7 immediately. ,</p></sec><sec id="s6"><title>Foundation Term</title><p>This work was supported by the NSFC (11101334).</p></sec><sec id="s7"><title>Cite this paper</title><p>Eshag MohamedAhmed,Ali DafallahAbdelmajid,LingXu,QiaozhenMa, (2015) Random Attractors for Stochastic Reaction-Diffusion Equations with Distribution Derivatives on Unbounded Domains. Applied Mathematics,06,1790-1807. doi: 10.4236/am.2015.610159</p></sec><sec id="s8"><title>NOTES</title></sec></body><back><ref-list><title>References</title><ref id="scirp.59963-ref1"><label>1</label><mixed-citation publication-type="other" xlink:type="simple">Flandoli, F. and Schmalfu&amp;beta;, B. 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