<?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">MNSMS</journal-id><journal-title-group><journal-title>Modeling and Numerical Simulation of Material Science</journal-title></journal-title-group><issn pub-type="epub">2164-5345</issn><publisher><publisher-name>Scientific Research Publishing</publisher-name></publisher></journal-meta><article-meta><article-id pub-id-type="doi">10.4236/mnsms.2016.61001</article-id><article-id pub-id-type="publisher-id">MNSMS-63120</article-id><article-categories><subj-group subj-group-type="heading"><subject>Articles</subject></subj-group><subj-group subj-group-type="Discipline-v2"><subject>Chemistry&amp;Materials Science</subject></subj-group></article-categories><title-group><article-title>
 
 
  On The Numerical Solution of Two Dimensional Model of an Alloy Solidification Problem
 
</article-title></title-group><contrib-group><contrib contrib-type="author" xlink:type="simple"><name name-style="western"><surname>oeiz</surname><given-names>Rouis</given-names></name><xref ref-type="aff" rid="aff1"><sup>1</sup></xref></contrib><contrib contrib-type="author" xlink:type="simple"><name name-style="western"><surname>Khaled</surname><given-names>Omrani</given-names></name><xref ref-type="aff" rid="aff1"><sup>1</sup></xref></contrib></contrib-group><aff id="aff1"><addr-line>Institut Sup&amp;amp;eacute;rieur des Sciences Appliqu&amp;amp;eacute;es et de Technologie de Sousse, Sousse, Tunisia</addr-line></aff><pub-date pub-type="epub"><day>28</day><month>01</month><year>2016</year></pub-date><volume>06</volume><issue>01</issue><fpage>1</fpage><lpage>9</lpage><history><date date-type="received"><day>30</day>	<month>December</month>	<year>2015</year></date><date date-type="rev-recd"><day>accepted</day>	<month>25</month>	<year>January</year>	</date><date date-type="accepted"><day>28</day>	<month>January</month>	<year>2016</year></date></history><permissions><copyright-statement>&#169; Copyright  2014 by authors and Scientific Research Publishing Inc. </copyright-statement><copyright-year>2014</copyright-year><license><license-p>This work is licensed under the Creative Commons Attribution International License (CC BY). http://creativecommons.org/licenses/by/4.0/</license-p></license></permissions><abstract><p>
 
 
  In this paper, a linearized three level difference scheme is derived for two-dimensional model of an alloy solidification problem called Sivashinsky equation. Further, it is proved that the scheme is uniquely solvable and convergent with convergence rate of order two in a discrete L
  <sup>∞</sup>-norm. At last, numerical experiments are carried out to support the theoretical claims.
 
</p></abstract><kwd-group><kwd>Solidification Problem</kwd><kwd> Sivashinsky Equation</kwd><kwd> Linearized Difference Scheme</kwd><kwd> Solvability</kwd><kwd> Convergence</kwd></kwd-group></article-meta></front><body><sec id="s1"><title>1. Introduction</title><p>In the solidification of a dilute binary alloy, a planer solid-liquid interface is often to be instable, spontaneously assuming a cellular structure. This situation enables one to derive an asymptotic nonlinear equation which directly describes the dynamic of the onset and stabilization of cellular structure</p><disp-formula id="scirp.63120-formula75"><label>(1.1)</label><graphic position="anchor" xlink:href="http://html.scirp.org/file/1-2190110x6.png"  xlink:type="simple"/></disp-formula><p>where <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-2190110x7.png" xlink:type="simple"/></inline-formula> is a positive constant, (see [<xref ref-type="bibr" rid="scirp.63120-ref1">1</xref>] [<xref ref-type="bibr" rid="scirp.63120-ref2">2</xref>] ). Equation (1.1) is referred as the Sivashinsky equation.</p><p>In this article, we introduce the mathematical model for a finite difference discretization to the solution of the periodical boundary of two-dimensional Sivashinsky equation:</p><disp-formula id="scirp.63120-formula76"><label>(1.2)</label><graphic position="anchor" xlink:href="http://html.scirp.org/file/1-2190110x8.png"  xlink:type="simple"/></disp-formula><p>with the initial condition</p><disp-formula id="scirp.63120-formula77"><label>(1.3)</label><graphic position="anchor" xlink:href="http://html.scirp.org/file/1-2190110x9.png"  xlink:type="simple"/></disp-formula><p>subject to the <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-2190110x10.png" xlink:type="simple"/></inline-formula>-periodic boundary conditions</p><disp-formula id="scirp.63120-formula78"><label>(1.4)</label><graphic position="anchor" xlink:href="http://html.scirp.org/file/1-2190110x11.png"  xlink:type="simple"/></disp-formula><p>where<inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-2190110x12.png" xlink:type="simple"/></inline-formula>, <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-2190110x14.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-2190110x13.png" xlink:type="simple"/></inline-formula>is the Laplacian operator, and <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-2190110x15.png" xlink:type="simple"/></inline-formula> is a given <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-2190110x16.png" xlink:type="simple"/></inline-formula>-periodic smooth function.</p><p>Several numerical methods have been proposed in the literature for discretizing Sivashinsky equation. A semi-implicit finite difference scheme and a linearized finite difference method for the Sivashinsky equation in one-dimensional have been proposed respectively in [<xref ref-type="bibr" rid="scirp.63120-ref3">3</xref>] [<xref ref-type="bibr" rid="scirp.63120-ref4">4</xref>] . A semidiscrete approximation of the two dimensional Sivashinsky equation with lumped-mass method and optimal order error bounds for the piecewise linear approximation are derived in [<xref ref-type="bibr" rid="scirp.63120-ref5">5</xref>] . There are many papers that have already been published to study the finite difference method for fourth-order nonlinear equation, for example [<xref ref-type="bibr" rid="scirp.63120-ref5">5</xref>] -[<xref ref-type="bibr" rid="scirp.63120-ref14">14</xref>] and so on.</p><p>In this work, we investigate a linearized three level difference scheme for two-dimensional Sivashinsky equations. The remainder of this paper is organized as follows. In Section 2, a linearized difference scheme for (1.2) is derived. The unique solvability of the approximate solutions is shown in Section 3. A second order convergent linearized difference scheme is proved in Section 4. At last section, some numerical examples are presented to improve the theoretical results.</p></sec><sec id="s2"><title>2. Linearized Difference Scheme</title><p>To solve the periodic initial-value problems (1.2)-(1.4), one can restrict it on a bounded domain <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-2190110x17.png" xlink:type="simple"/></inline-formula>. For a positive integer N, let time-step<inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-2190110x18.png" xlink:type="simple"/></inline-formula>, <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-2190110x19.png" xlink:type="simple"/></inline-formula>, <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-2190110x20.png" xlink:type="simple"/></inline-formula>, and <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-2190110x20.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-2190110x21.png" xlink:type="simple"/></inline-formula>,<inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-2190110x20.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-2190110x21.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-2190110x22.png" xlink:type="simple"/></inline-formula>. We define a partition of <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-2190110x20.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-2190110x21.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-2190110x22.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-2190110x23.png" xlink:type="simple"/></inline-formula> by the rectangles <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-2190110x20.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-2190110x21.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-2190110x22.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-2190110x23.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-2190110x24.png" xlink:type="simple"/></inline-formula> with<inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-2190110x20.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-2190110x21.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-2190110x22.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-2190110x23.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-2190110x24.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-2190110x25.png" xlink:type="simple"/></inline-formula>, 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xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-2190110x21.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-2190110x22.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-2190110x23.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-2190110x24.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-2190110x25.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-2190110x26.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-2190110x27.png" xlink:type="simple"/></inline-formula>, <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-2190110x20.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-2190110x21.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-2190110x22.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-2190110x23.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-2190110x24.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-2190110x25.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-2190110x26.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-2190110x27.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-2190110x28.png" xlink:type="simple"/></inline-formula>, such that <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-2190110x20.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-2190110x21.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-2190110x22.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-2190110x23.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-2190110x24.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-2190110x25.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-2190110x26.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-2190110x27.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-2190110x28.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-2190110x29.png" xlink:type="simple"/></inline-formula> <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-2190110x20.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-2190110x21.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-2190110x22.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-2190110x23.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-2190110x24.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-2190110x25.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-2190110x26.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-2190110x27.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-2190110x28.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-2190110x29.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-2190110x30.png" xlink:type="simple"/></inline-formula> <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-2190110x20.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-2190110x21.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-2190110x22.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-2190110x23.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-2190110x24.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-2190110x25.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-2190110x26.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-2190110x27.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-2190110x28.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-2190110x29.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-2190110x30.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-2190110x31.png" xlink:type="simple"/></inline-formula> where <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-2190110x20.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-2190110x21.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-2190110x22.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-2190110x23.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-2190110x24.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-2190110x25.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-2190110x26.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-2190110x27.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-2190110x28.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-2190110x29.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-2190110x30.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-2190110x31.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-2190110x32.png" xlink:type="simple"/></inline-formula> and <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-2190110x20.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-2190110x21.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-2190110x22.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-2190110x23.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-2190110x24.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-2190110x25.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-2190110x26.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-2190110x27.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-2190110x28.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-2190110x29.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-2190110x30.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-2190110x31.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-2190110x32.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-2190110x33.png" xlink:type="simple"/></inline-formula> are positive constants. The optimal choice for <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-2190110x20.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-2190110x21.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-2190110x22.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-2190110x23.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-2190110x24.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-2190110x25.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-2190110x26.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-2190110x27.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-2190110x28.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-2190110x29.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-2190110x30.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-2190110x31.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-2190110x32.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-2190110x33.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-2190110x34.png" xlink:type="simple"/></inline-formula> is<inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-2190110x20.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-2190110x21.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-2190110x22.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-2190110x23.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-2190110x24.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-2190110x25.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-2190110x26.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-2190110x27.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-2190110x28.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-2190110x29.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-2190110x30.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-2190110x31.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-2190110x32.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-2190110x33.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-2190110x34.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-2190110x35.png" xlink:type="simple"/></inline-formula>. Denote</p><disp-formula id="scirp.63120-formula79"><graphic  xlink:href="http://html.scirp.org/file/1-2190110x36.png"  xlink:type="simple"/></disp-formula><p>We define the space of periodic grid functions on <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-2190110x37.png" xlink:type="simple"/></inline-formula> as:</p><disp-formula id="scirp.63120-formula80"><graphic  xlink:href="http://html.scirp.org/file/1-2190110x38.png"  xlink:type="simple"/></disp-formula><p>For<inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-2190110x39.png" xlink:type="simple"/></inline-formula>, denote</p><disp-formula id="scirp.63120-formula81"><graphic  xlink:href="http://html.scirp.org/file/1-2190110x40.png"  xlink:type="simple"/></disp-formula><disp-formula id="scirp.63120-formula82"><graphic  xlink:href="http://html.scirp.org/file/1-2190110x41.png"  xlink:type="simple"/></disp-formula><disp-formula id="scirp.63120-formula83"><graphic  xlink:href="http://html.scirp.org/file/1-2190110x42.png"  xlink:type="simple"/></disp-formula><disp-formula id="scirp.63120-formula84"><graphic  xlink:href="http://html.scirp.org/file/1-2190110x43.png"  xlink:type="simple"/></disp-formula><p>Further, define operators<inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-2190110x44.png" xlink:type="simple"/></inline-formula>, <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-2190110x44.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-2190110x45.png" xlink:type="simple"/></inline-formula>and<inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-2190110x44.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-2190110x45.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-2190110x46.png" xlink:type="simple"/></inline-formula>, respectively, as</p><disp-formula id="scirp.63120-formula85"><graphic  xlink:href="http://html.scirp.org/file/1-2190110x47.png"  xlink:type="simple"/></disp-formula><p>For <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-2190110x48.png" xlink:type="simple"/></inline-formula> and <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-2190110x48.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-2190110x49.png" xlink:type="simple"/></inline-formula> define the inner product</p><disp-formula id="scirp.63120-formula86"><graphic  xlink:href="http://html.scirp.org/file/1-2190110x50.png"  xlink:type="simple"/></disp-formula><p>and Sobolev norms (or seminorms)</p><disp-formula id="scirp.63120-formula87"><graphic  xlink:href="http://html.scirp.org/file/1-2190110x51.png"  xlink:type="simple"/></disp-formula><disp-formula id="scirp.63120-formula88"><graphic  xlink:href="http://html.scirp.org/file/1-2190110x52.png"  xlink:type="simple"/></disp-formula><p>Define <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-2190110x53.png" xlink:type="simple"/></inline-formula> as the space of functions <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-2190110x53.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-2190110x54.png" xlink:type="simple"/></inline-formula> which are of class <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-2190110x53.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-2190110x54.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-2190110x55.png" xlink:type="simple"/></inline-formula> with respect to <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-2190110x53.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-2190110x54.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-2190110x55.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-2190110x56.png" xlink:type="simple"/></inline-formula> and class <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-2190110x53.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-2190110x54.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-2190110x55.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-2190110x56.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-2190110x57.png" xlink:type="simple"/></inline-formula> with respect to t.</p><p>It follows from summation by parts that the following Lemma holds [<xref ref-type="bibr" rid="scirp.63120-ref5">5</xref>] [<xref ref-type="bibr" rid="scirp.63120-ref6">6</xref>] .</p><p>Lemma 1. For<inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-2190110x58.png" xlink:type="simple"/></inline-formula>, we have</p><disp-formula id="scirp.63120-formula89"><label>(2.1)</label><graphic position="anchor" xlink:href="http://html.scirp.org/file/1-2190110x59.png"  xlink:type="simple"/></disp-formula><disp-formula id="scirp.63120-formula90"><label>(2.2)</label><graphic position="anchor" xlink:href="http://html.scirp.org/file/1-2190110x60.png"  xlink:type="simple"/></disp-formula><disp-formula id="scirp.63120-formula91"><label>(2.3)</label><graphic position="anchor" xlink:href="http://html.scirp.org/file/1-2190110x61.png"  xlink:type="simple"/></disp-formula><p>We discretize problems (1.2)-(1.4) by the following finite difference scheme: we approximate<inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-2190110x62.png" xlink:type="simple"/></inline-formula>, <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-2190110x62.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-2190110x63.png" xlink:type="simple"/></inline-formula>by <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-2190110x62.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-2190110x63.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-2190110x64.png" xlink:type="simple"/></inline-formula></p><disp-formula id="scirp.63120-formula92"><label>(2.4)</label><graphic position="anchor" xlink:href="http://html.scirp.org/file/1-2190110x65.png"  xlink:type="simple"/></disp-formula><disp-formula id="scirp.63120-formula93"><label>(2.5)</label><graphic position="anchor" xlink:href="http://html.scirp.org/file/1-2190110x66.png"  xlink:type="simple"/></disp-formula><disp-formula id="scirp.63120-formula94"><label>(2.6)</label><graphic position="anchor" xlink:href="http://html.scirp.org/file/1-2190110x67.png"  xlink:type="simple"/></disp-formula></sec><sec id="s3"><title>3. Solvability of the Difference Scheme</title><p>Next, we will discuss the unique solvability of the difference schemes (2.4)-(2.6).</p><p>Theorem 1. Difference schemes (2.4)-(2.6) have a unique solution.</p><p>Proof. It is obvious that <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-2190110x68.png" xlink:type="simple"/></inline-formula> and <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-2190110x68.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-2190110x69.png" xlink:type="simple"/></inline-formula> are uniquely determined by the initial conditions (2.5) and (2.6). Now, we suppose that <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-2190110x68.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-2190110x69.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-2190110x70.png" xlink:type="simple"/></inline-formula> (<inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-2190110x68.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-2190110x69.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-2190110x70.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-2190110x71.png" xlink:type="simple"/></inline-formula>) can be solved uniquely. Consider the homogeneous equation of (2.4) for<inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-2190110x68.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-2190110x69.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-2190110x70.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-2190110x71.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-2190110x72.png" xlink:type="simple"/></inline-formula>:</p><disp-formula id="scirp.63120-formula95"><label>(3.1)</label><graphic position="anchor" xlink:href="http://html.scirp.org/file/1-2190110x73.png"  xlink:type="simple"/></disp-formula><p>Taking the inner product of (3.1) with<inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-2190110x74.png" xlink:type="simple"/></inline-formula>, it follows from Lemma 1 that</p><disp-formula id="scirp.63120-formula96"><graphic  xlink:href="http://html.scirp.org/file/1-2190110x75.png"  xlink:type="simple"/></disp-formula><p>This implies,</p><disp-formula id="scirp.63120-formula97"><graphic  xlink:href="http://html.scirp.org/file/1-2190110x76.png"  xlink:type="simple"/></disp-formula><p>That is, (3.1) has only a trivial solution. Thus, by the induction principle, (2.4) determines <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-2190110x77.png" xlink:type="simple"/></inline-formula> uniquely. This completes the proof.</p></sec><sec id="s4"><title>4. Convergence of the Difference Scheme</title><p>For a smooth function u, we have</p><disp-formula id="scirp.63120-formula98"><graphic  xlink:href="http://html.scirp.org/file/1-2190110x78.png"  xlink:type="simple"/></disp-formula><p>Therefore, the extrapolation just proposed will give second-order accuracy. To show the convergence of the difference scheme, we need the following Lemmas.</p><p>Lemma 2. [<xref ref-type="bibr" rid="scirp.63120-ref15">15</xref>] [<xref ref-type="bibr" rid="scirp.63120-ref16">16</xref>] . Let <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-2190110x79.png" xlink:type="simple"/></inline-formula> and <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-2190110x79.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-2190110x80.png" xlink:type="simple"/></inline-formula> be positive and satisfy</p><disp-formula id="scirp.63120-formula99"><graphic  xlink:href="http://html.scirp.org/file/1-2190110x81.png"  xlink:type="simple"/></disp-formula><p>then</p><disp-formula id="scirp.63120-formula100"><graphic  xlink:href="http://html.scirp.org/file/1-2190110x82.png"  xlink:type="simple"/></disp-formula><p>Lemma 3. [<xref ref-type="bibr" rid="scirp.63120-ref17">17</xref>] . For any grid function v on <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-2190110x83.png" xlink:type="simple"/></inline-formula> there is a positive constant c independent h such that</p><disp-formula id="scirp.63120-formula101"><graphic  xlink:href="http://html.scirp.org/file/1-2190110x84.png"  xlink:type="simple"/></disp-formula><p>The main result of this article is the following Theorem.</p><p>Theorem 2. Assume the solution of <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-2190110x85.png" xlink:type="simple"/></inline-formula> of (1.2)-(1.4) belong to<inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-2190110x85.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-2190110x86.png" xlink:type="simple"/></inline-formula>. Then, the solution of difference schemes (2.4)-(2.6) converges to the solution of the problems (1.2)-(1.4) with the convergence order of <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-2190110x85.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-2190110x86.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-2190110x87.png" xlink:type="simple"/></inline-formula> in the discrete <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-2190110x85.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-2190110x86.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-2190110x87.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-2190110x88.png" xlink:type="simple"/></inline-formula>-norm.</p><p>Proof. Define the net function <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-2190110x89.png" xlink:type="simple"/></inline-formula></p><p>Therefore, From Taylor expansion, we have for <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-2190110x90.png" xlink:type="simple"/></inline-formula></p><disp-formula id="scirp.63120-formula102"><label>(4.1)</label><graphic position="anchor" xlink:href="http://html.scirp.org/file/1-2190110x91.png"  xlink:type="simple"/></disp-formula><disp-formula id="scirp.63120-formula103"><label>(4.2)</label><graphic position="anchor" xlink:href="http://html.scirp.org/file/1-2190110x92.png"  xlink:type="simple"/></disp-formula><disp-formula id="scirp.63120-formula104"><label>(4.3)</label><graphic position="anchor" xlink:href="http://html.scirp.org/file/1-2190110x93.png"  xlink:type="simple"/></disp-formula><p>where <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-2190110x94.png" xlink:type="simple"/></inline-formula> and <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-2190110x94.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-2190110x95.png" xlink:type="simple"/></inline-formula> are truncation errors of difference schemes (2.4)-(2.6) and there exists a constant <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-2190110x94.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-2190110x95.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-2190110x96.png" xlink:type="simple"/></inline-formula> such that</p><disp-formula id="scirp.63120-formula105"><label>(4.4)</label><graphic position="anchor" xlink:href="http://html.scirp.org/file/1-2190110x97.png"  xlink:type="simple"/></disp-formula><disp-formula id="scirp.63120-formula106"><label>(4.5)</label><graphic position="anchor" xlink:href="http://html.scirp.org/file/1-2190110x98.png"  xlink:type="simple"/></disp-formula><p>Let <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-2190110x99.png" xlink:type="simple"/></inline-formula> and subtracting (2.4)-(2.6) from (4.1)-(4.3), we obtain</p><disp-formula id="scirp.63120-formula107"><label>(4.6)</label><graphic position="anchor" xlink:href="http://html.scirp.org/file/1-2190110x100.png"  xlink:type="simple"/></disp-formula><disp-formula id="scirp.63120-formula108"><label>(4.7)</label><graphic position="anchor" xlink:href="http://html.scirp.org/file/1-2190110x101.png"  xlink:type="simple"/></disp-formula><disp-formula id="scirp.63120-formula109"><label>(4.8)</label><graphic position="anchor" xlink:href="http://html.scirp.org/file/1-2190110x102.png"  xlink:type="simple"/></disp-formula><p>We prove by inductive method that</p><disp-formula id="scirp.63120-formula110"><label>(4.9)</label><graphic position="anchor" xlink:href="http://html.scirp.org/file/1-2190110x103.png"  xlink:type="simple"/></disp-formula><p>From (4.5) and (4.7)-(4.8), we have</p><disp-formula id="scirp.63120-formula111"><label>(4.10)</label><graphic position="anchor" xlink:href="http://html.scirp.org/file/1-2190110x104.png"  xlink:type="simple"/></disp-formula><p>It follows from (4.10) that (4.9) is valid for <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-2190110x105.png" xlink:type="simple"/></inline-formula> and<inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-2190110x105.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-2190110x106.png" xlink:type="simple"/></inline-formula>. Now suppose that (4.9) is true for n from 0 to l<inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-2190110x105.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-2190110x106.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-2190110x107.png" xlink:type="simple"/></inline-formula>. Therefore, for h sufficiently small</p><disp-formula id="scirp.63120-formula112"><label>(4.11)</label><graphic position="anchor" xlink:href="http://html.scirp.org/file/1-2190110x108.png"  xlink:type="simple"/></disp-formula><p>Thus,</p><disp-formula id="scirp.63120-formula113"><label>(4.12)</label><graphic position="anchor" xlink:href="http://html.scirp.org/file/1-2190110x109.png"  xlink:type="simple"/></disp-formula><p>where</p><disp-formula id="scirp.63120-formula114"><graphic  xlink:href="http://html.scirp.org/file/1-2190110x110.png"  xlink:type="simple"/></disp-formula><p>For<inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-2190110x111.png" xlink:type="simple"/></inline-formula>, taking in (4.6) the inner product with <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-2190110x111.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-2190110x112.png" xlink:type="simple"/></inline-formula></p><disp-formula id="scirp.63120-formula115"><label>(4.13)</label><graphic position="anchor" xlink:href="http://html.scirp.org/file/1-2190110x113.png"  xlink:type="simple"/></disp-formula><p>Noting that from the Lipschitz condition of f</p><disp-formula id="scirp.63120-formula116"><label>(4.14)</label><graphic position="anchor" xlink:href="http://html.scirp.org/file/1-2190110x114.png"  xlink:type="simple"/></disp-formula><p>where</p><disp-formula id="scirp.63120-formula117"><graphic  xlink:href="http://html.scirp.org/file/1-2190110x115.png"  xlink:type="simple"/></disp-formula><p>For<inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-2190110x116.png" xlink:type="simple"/></inline-formula>, it follows from (4.13) and (4.14) that</p><disp-formula id="scirp.63120-formula118"><graphic  xlink:href="http://html.scirp.org/file/1-2190110x117.png"  xlink:type="simple"/></disp-formula><p>Using (4.4), we get</p><disp-formula id="scirp.63120-formula119"><graphic  xlink:href="http://html.scirp.org/file/1-2190110x118.png"  xlink:type="simple"/></disp-formula><p>This yields</p><disp-formula id="scirp.63120-formula120"><graphic  xlink:href="http://html.scirp.org/file/1-2190110x119.png"  xlink:type="simple"/></disp-formula><p>Therefore, when <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-2190110x120.png" xlink:type="simple"/></inline-formula></p><disp-formula id="scirp.63120-formula121"><graphic  xlink:href="http://html.scirp.org/file/1-2190110x121.png"  xlink:type="simple"/></disp-formula><p>It follows easily from this inequality that</p><disp-formula id="scirp.63120-formula122"><graphic  xlink:href="http://html.scirp.org/file/1-2190110x122.png"  xlink:type="simple"/></disp-formula><p>Applying Lemma 2, we obtain</p><disp-formula id="scirp.63120-formula123"><graphic  xlink:href="http://html.scirp.org/file/1-2190110x123.png"  xlink:type="simple"/></disp-formula><p>Using (4.10), we get</p><disp-formula id="scirp.63120-formula124"><graphic  xlink:href="http://html.scirp.org/file/1-2190110x124.png"  xlink:type="simple"/></disp-formula><p>and hence,</p><disp-formula id="scirp.63120-formula125"><graphic  xlink:href="http://html.scirp.org/file/1-2190110x125.png"  xlink:type="simple"/></disp-formula><p>where <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-2190110x126.png" xlink:type="simple"/></inline-formula> is constant dependent on <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-2190110x126.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-2190110x127.png" xlink:type="simple"/></inline-formula> and<inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-2190110x126.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-2190110x127.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-2190110x128.png" xlink:type="simple"/></inline-formula>. That means, by the induction principle (4.9) is true.</p><p>Second, we will prove that</p><disp-formula id="scirp.63120-formula126"><label>(4.15)</label><graphic position="anchor" xlink:href="http://html.scirp.org/file/1-2190110x129.png"  xlink:type="simple"/></disp-formula><p>From (4.7), we find</p><disp-formula id="scirp.63120-formula127"><label>(4.16)</label><graphic position="anchor" xlink:href="http://html.scirp.org/file/1-2190110x130.png"  xlink:type="simple"/></disp-formula><p>Using (4.5), we obtain</p><disp-formula id="scirp.63120-formula128"><graphic  xlink:href="http://html.scirp.org/file/1-2190110x131.png"  xlink:type="simple"/></disp-formula><p>This implies that</p><disp-formula id="scirp.63120-formula129"><graphic  xlink:href="http://html.scirp.org/file/1-2190110x132.png"  xlink:type="simple"/></disp-formula><p>where<inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-2190110x133.png" xlink:type="simple"/></inline-formula>. Thus, we get<inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-2190110x133.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-2190110x134.png" xlink:type="simple"/></inline-formula>. Similarly we find,<inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-2190110x133.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-2190110x134.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-2190110x135.png" xlink:type="simple"/></inline-formula>. Then</p><disp-formula id="scirp.63120-formula130"><label>(4.17)</label><graphic position="anchor" xlink:href="http://html.scirp.org/file/1-2190110x136.png"  xlink:type="simple"/></disp-formula><p>Taking now in (4.6) the inner product with<inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-2190110x137.png" xlink:type="simple"/></inline-formula>, we obtain for <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-2190110x137.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-2190110x138.png" xlink:type="simple"/></inline-formula></p><disp-formula id="scirp.63120-formula131"><graphic  xlink:href="http://html.scirp.org/file/1-2190110x139.png"  xlink:type="simple"/></disp-formula><p>Using the differentiability of f and the Cauchy Schwartz inequality, we obtain</p><disp-formula id="scirp.63120-formula132"><graphic  xlink:href="http://html.scirp.org/file/1-2190110x140.png"  xlink:type="simple"/></disp-formula><p>This yields by (4.4)</p><disp-formula id="scirp.63120-formula133"><graphic  xlink:href="http://html.scirp.org/file/1-2190110x141.png"  xlink:type="simple"/></disp-formula><p>It follows from (4.9) that</p><disp-formula id="scirp.63120-formula134"><graphic  xlink:href="http://html.scirp.org/file/1-2190110x142.png"  xlink:type="simple"/></disp-formula><p>Here, by above,</p><disp-formula id="scirp.63120-formula135"><graphic  xlink:href="http://html.scirp.org/file/1-2190110x143.png"  xlink:type="simple"/></disp-formula><p>and hence,</p><disp-formula id="scirp.63120-formula136"><label>(4.18)</label><graphic position="anchor" xlink:href="http://html.scirp.org/file/1-2190110x144.png"  xlink:type="simple"/></disp-formula><p>Applying Lemma 3, (4.9) and (4.16)-(4.18), we obtain</p><disp-formula id="scirp.63120-formula137"><graphic  xlink:href="http://html.scirp.org/file/1-2190110x145.png"  xlink:type="simple"/></disp-formula><p>This completes the proof.</p></sec><sec id="s5"><title>5. Numerical Experiments</title><p>In this section, we give some numerical experiments to verify our theoretical results that are given in the previous sections. For that purpose, we consider the following periodic inhomogeneous Sivashinsky equation</p><disp-formula id="scirp.63120-formula138"><label>(5.1)</label><graphic position="anchor" xlink:href="http://html.scirp.org/file/1-2190110x146.png"  xlink:type="simple"/></disp-formula><p>with the initial condition</p><disp-formula id="scirp.63120-formula139"><label>(5.2)</label><graphic position="anchor" xlink:href="http://html.scirp.org/file/1-2190110x147.png"  xlink:type="simple"/></disp-formula><p>where</p><disp-formula id="scirp.63120-formula140"><graphic  xlink:href="http://html.scirp.org/file/1-2190110x148.png"  xlink:type="simple"/></disp-formula><p>For which the exact solution is <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-2190110x149.png" xlink:type="simple"/></inline-formula></p><p>In the runs, we use the same spacing h in each direction, <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-2190110x150.png" xlink:type="simple"/></inline-formula>, and compute the maximum norm errors of the numerical solution</p><disp-formula id="scirp.63120-formula141"><graphic  xlink:href="http://html.scirp.org/file/1-2190110x151.png"  xlink:type="simple"/></disp-formula><p>The convergence order in spatial direction is defined as</p><disp-formula id="scirp.63120-formula142"><graphic  xlink:href="http://html.scirp.org/file/1-2190110x152.png"  xlink:type="simple"/></disp-formula><p>when <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-2190110x153.png" xlink:type="simple"/></inline-formula> is sufficiently small. The convergence order in temporal direction is defined as</p><disp-formula id="scirp.63120-formula143"><graphic  xlink:href="http://html.scirp.org/file/1-2190110x154.png"  xlink:type="simple"/></disp-formula><p>when h is sufficiently small. We also define the rate of convergence</p><disp-formula id="scirp.63120-formula144"><graphic  xlink:href="http://html.scirp.org/file/1-2190110x155.png"  xlink:type="simple"/></disp-formula><p>when both h and <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-2190110x156.png" xlink:type="simple"/></inline-formula> are sufficiently small.</p><p>By computing the problems (5.1)-(5.2) with the difference schemes (2.4)-(2.6), we carry out the spatial and temporal convergence in the sense of the maximum norm. <xref ref-type="table" rid="table1">Table 1</xref> and <xref ref-type="table" rid="table2">Table 2</xref> give the errors between numerical solutions and exact solutions for spatial and temporal convergence, respectively. Once again, we conclude from Tables 1-3, that the difference schemes (2.4)-(2.6) are convergent with the convergence order of two both in space and in time. This is in accordance with Theorem 2.</p></sec><sec id="s6"><title>6. Conclusion</title><p>In this paper, we use the discrete energy method to study the convergence of a linearized difference scheme for solving the two-dimensional Sivashinsky equation. The convergence is proved to be second order in the maxi-</p><table-wrap id="table1" ><label><xref ref-type="table" rid="table1">Table 1</xref></label><caption><title> The spatial convergence orders in maximum norm for difference schemes (2.1)-(2.3) to the inhomogeneous Sivashinsky Equations (5.1) and (5.2), with<inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-2190110x157.png" xlink:type="simple"/></inline-formula></title></caption><table><tbody><thead><tr><th align="center" valign="middle" >h</th><th align="center" valign="middle" ><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-2190110x158.png" xlink:type="simple"/></inline-formula></th><th align="center" valign="middle" >rate<sub>1</sub></th></tr></thead><tr><td align="center" valign="middle" >0.1</td><td align="center" valign="middle" >5.832E−3</td><td align="center" valign="middle" >*</td></tr><tr><td align="center" valign="middle" >0.05</td><td align="center" valign="middle" >1.454E−3</td><td align="center" valign="middle" >2.003</td></tr><tr><td align="center" valign="middle" >0.025</td><td align="center" valign="middle" >3.462E−4</td><td align="center" valign="middle" >1.989</td></tr><tr><td align="center" valign="middle" >0.0125</td><td align="center" valign="middle" >8.445E−5</td><td align="center" valign="middle" >1.997</td></tr></tbody></table></table-wrap><table-wrap id="table2" ><label><xref ref-type="table" rid="table2">Table 2</xref></label><caption><title> The temporal convergence orders in maximum norm for difference schemes (2.1)-(2.3) to the inhomogeneous Sivashinsky Equations (5.1) and (5.2), with<inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-2190110x159.png" xlink:type="simple"/></inline-formula></title></caption><table><tbody><thead><tr><th align="center" valign="middle" >h</th><th align="center" valign="middle" ><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-2190110x160.png" xlink:type="simple"/></inline-formula></th><th align="center" valign="middle" >rate<sub>2</sub></th></tr></thead><tr><td align="center" valign="middle" >0.1</td><td align="center" valign="middle" >8.745E−4</td><td align="center" valign="middle" >*</td></tr><tr><td align="center" valign="middle" >0.05</td><td align="center" valign="middle" >1.913E−4</td><td align="center" valign="middle" >2.187</td></tr><tr><td align="center" valign="middle" >0.025</td><td align="center" valign="middle" >4.115E−5</td><td align="center" valign="middle" >2.274</td></tr><tr><td align="center" valign="middle" >0.0125</td><td align="center" valign="middle" >9.570E−6</td><td align="center" valign="middle" >2.042</td></tr></tbody></table></table-wrap><table-wrap id="table3" ><label><xref ref-type="table" rid="table3">Table 3</xref></label><caption><title> The maximum norm errors and convergence orders for difference schemes (2.1)-(2.3) to the inhomogeneous Sivashinsky Equations (5.1) and (5.2)</title></caption><table><tbody><thead><tr><th align="center" valign="middle" >h</th><th align="center" valign="middle" ><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-2190110x161.png" xlink:type="simple"/></inline-formula></th><th align="center" valign="middle" ><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-2190110x162.png" xlink:type="simple"/></inline-formula></th><th align="center" valign="middle" >rate<sub>3</sub></th></tr></thead><tr><td align="center" valign="middle" >0.1</td><td align="center" valign="middle" >0.1</td><td align="center" valign="middle" >7.452E−3</td><td align="center" valign="middle" >*</td></tr><tr><td align="center" valign="middle" >0.05</td><td align="center" valign="middle" >0.05</td><td align="center" valign="middle" >1.733E−3</td><td align="center" valign="middle" >2.216</td></tr><tr><td align="center" valign="middle" >0.025</td><td align="center" valign="middle" >0.025</td><td align="center" valign="middle" >4.266E−4</td><td align="center" valign="middle" >2.012</td></tr><tr><td align="center" valign="middle" >0.0125</td><td align="center" valign="middle" >0.0125</td><td align="center" valign="middle" >1.043E−4</td><td align="center" valign="middle" >2.003</td></tr></tbody></table></table-wrap><p>mum norm, which extends the result in [<xref ref-type="bibr" rid="scirp.63120-ref3">3</xref>] [<xref ref-type="bibr" rid="scirp.63120-ref4">4</xref>] where they only prove the second order convergence of the difference scheme for one-dimensional Sivashinsky equation in the discrete <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-2190110x163.png" xlink:type="simple"/></inline-formula>-norm. For obtaining the approximate solution for the two dimensional Sivashinsky equation by finite element Galerkin method, one must need polynomials of the degree<inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-2190110x163.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-2190110x164.png" xlink:type="simple"/></inline-formula>. It means that they have to construct minimum 10 node triangle for approximating the solution. Computationally, it is very expensive and difficult to impose inter-element <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-2190110x163.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-2190110x164.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-2190110x165.png" xlink:type="simple"/></inline-formula> continuity condition. If the boundary is curved, imposition of boundary conditions causes some more difficulties. Therefore, based on the linearized difference schemes (2.4)-(2.6), this article proposes a recipe to eradicate such numerical difficulties.</p></sec><sec id="s7"><title>Cite this paper</title><p>MoeizRouis,KhaledOmrani, (2016) On The Numerical Solution of Two Dimensional Model of an Alloy Solidification Problem. Modeling and Numerical Simulation of Material Science,06,1-9. doi: 10.4236/mnsms.2016.61001</p></sec></body><back><ref-list><title>References</title><ref id="scirp.63120-ref1"><label>1</label><mixed-citation publication-type="other" xlink:type="simple">Sivashinsky, G.I. (1983) On Cellular Instability in the Solidification of a Dilute Binary Alloy. 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