<?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">AJCM</journal-id><journal-title-group><journal-title>American Journal of Computational Mathematics</journal-title></journal-title-group><issn pub-type="epub">2161-1203</issn><publisher><publisher-name>Scientific Research Publishing</publisher-name></publisher></journal-meta><article-meta><article-id pub-id-type="doi">10.4236/ajcm.2015.52014</article-id><article-id pub-id-type="publisher-id">AJCM-57323</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>
 
 
  Block Unification Scheme for Elliptic, Telegraph, and Sine-Gordon Partial Differential Equations
 
</article-title></title-group><contrib-group><contrib contrib-type="author" xlink:type="simple"><name name-style="western"><surname>amuel</surname><given-names>Jator</given-names></name><xref ref-type="aff" rid="aff1"><sub>1</sub></xref><xref ref-type="corresp" rid="cor1"><sup>*</sup></xref></contrib></contrib-group><aff id="aff1"><label>1</label><addr-line>Department of Mathematics and Statistics, Austin Peay State University, Clarksville, TN, USA</addr-line></aff><author-notes><corresp id="cor1">* E-mail:<email>Jators@apsu.edu</email></corresp></author-notes><pub-date pub-type="epub"><day>13</day><month>05</month><year>2015</year></pub-date><volume>05</volume><issue>02</issue><fpage>175</fpage><lpage>185</lpage><history><date date-type="received"><day>20</day>	<month>May</month>	<year>2015</year></date><date date-type="rev-recd"><day>accepted</day>	<month>19</month>	<year>June</year>	</date><date date-type="accepted"><day>23</day>	<month>June</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 use the method of lines to convert elliptic and hyperbolic partial differential equations (PDEs) into systems of boundary value problems and initial value problems in ordinary differential equations (ODEs) by replacing the appropriate derivatives with central difference methods. The resulting system of ODEs is then solved using an extended block Numerov-type method (EBNUM) via a block unification technique. The accuracy and speed advantages of the EBNUM over the finite difference method (FDM) are established numerically.
 
</p></abstract><kwd-group><kwd>Extended Block Method</kwd><kwd> Elliptic and Hyperbolic PDEs</kwd><kwd> Method of Lines</kwd></kwd-group></article-meta></front><body><sec id="s1"><title>1. Introduction</title><p>The method of lines approach which involves replacing the spatial derivatives with finite difference approximations is commonly used for solving PDEs; whereby, the PDE is transformed into systems of ODEs and solved by reliable ODE solvers (see Lambert [<xref ref-type="bibr" rid="scirp.57323-ref1">1</xref>] , Ramos and Vigo-Aguiar [<xref ref-type="bibr" rid="scirp.57323-ref2">2</xref>] , Brugnano and Trigiante [<xref ref-type="bibr" rid="scirp.57323-ref3">3</xref>] , D’Ambrosio and Paternoster [<xref ref-type="bibr" rid="scirp.57323-ref4">4</xref>] , and). Our objective is to convert the elliptic and hyperbolic PDEs into systems of ODEs by replacing the appropriate derivatives with central difference methods. The resulting systems of ODEs are then solved using an EBNUM via a block unification technique. We consider the two-dimensional PDE</p><disp-formula id="scirp.57323-formula89"><label>(1)</label><graphic position="anchor" xlink:href="http://html.scirp.org/file/11-1100443x5.png"  xlink:type="simple"/></disp-formula><p>subject to Dirichlet or Neumann boundary conditions, where <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/11-1100443x6.png" xlink:type="simple"/></inline-formula> denotes the dependent variable, x and y are spatial variables, <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/11-1100443x7.png" xlink:type="simple"/></inline-formula>is a distributed source, and when<inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/11-1100443x8.png" xlink:type="simple"/></inline-formula>, (1) becomes the two-dimensional convection diffusion equation given in Sun and Zhang [<xref ref-type="bibr" rid="scirp.57323-ref5">5</xref>] . We note that for <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/11-1100443x9.png" xlink:type="simple"/></inline-formula> (1) is the Laplace equation, for <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/11-1100443x10.png" xlink:type="simple"/></inline-formula> (1) is the Poisson equation, and for<inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/11-1100443x11.png" xlink:type="simple"/></inline-formula>, (1) becomes the Helmoltz equation. The Sine- Gordon and telegraph equations can also be obtained from (1) by obvious notational modifications.</p><p>We invoke the method of lines approach in which for real numbers<inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/11-1100443x12.png" xlink:type="simple"/></inline-formula>, we seek a solution in the strip <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/11-1100443x13.png" xlink:type="simple"/></inline-formula> by first fixing the grid in the spatial variable x; then, approximating this spatial derivative using central difference methods, and finally solving the resulting system of second order time independent ODEs in the spatial variable y. Specifically, we discretize the x variable such that with mesh spacings<inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/11-1100443x14.png" xlink:type="simple"/></inline-formula>,</p><p><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/11-1100443x15.png" xlink:type="simple"/></inline-formula>,<inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/11-1100443x16.png" xlink:type="simple"/></inline-formula>.</p><p>We then define<inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/11-1100443x17.png" xlink:type="simple"/></inline-formula>, <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/11-1100443x18.png" xlink:type="simple"/></inline-formula>, <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/11-1100443x19.png" xlink:type="simple"/></inline-formula>, <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/11-1100443x20.png" xlink:type="simple"/></inline-formula>, and replace the partial derivatives <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/11-1100443x21.png" xlink:type="simple"/></inline-formula> and <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/11-1100443x21.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/11-1100443x22.png" xlink:type="simple"/></inline-formula> occurring in (1) by their corresponding central difference approximations</p><p><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/11-1100443x23.png" xlink:type="simple"/></inline-formula>and.</p><p>The problem (1) then leads to the resulting semi-discrete problem</p><disp-formula id="scirp.57323-formula90"><label>(2)</label><graphic position="anchor" xlink:href="http://html.scirp.org/file/11-1100443x25.png"  xlink:type="simple"/></disp-formula><p>which can be written in the form</p><disp-formula id="scirp.57323-formula91"><label>(3)</label><graphic position="anchor" xlink:href="http://html.scirp.org/file/11-1100443x26.png"  xlink:type="simple"/></disp-formula><p>subject to the boundary conditions</p><p><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/11-1100443x27.png" xlink:type="simple"/></inline-formula>,</p><p>where<inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/11-1100443x28.png" xlink:type="simple"/></inline-formula>, <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/11-1100443x28.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/11-1100443x29.png" xlink:type="simple"/></inline-formula>is a vector of constants, and A is an <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/11-1100443x28.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/11-1100443x29.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/11-1100443x30.png" xlink:type="simple"/></inline-formula> matrix arising from the semi-discretized system (2) which is expressed in the form (3) and solved by a block unification method. We note that the EBNUM is an extended version of the method given in [<xref ref-type="bibr" rid="scirp.57323-ref6">6</xref>] for solving second order initial value problems.</p><p>The paper is organized as follows. In Section 2, we derive a continuous linear multistep method (LMM) which is used to formulate the EBNUM. The computational aspects of the method are given in Section 3. Numerical examples are given in Section 4 to show the accuracy of the method. Finally, the conclusion of the paper is discussed in Section 5.</p></sec><sec id="s2"><title>2. Continuous LMM and EBNUM</title><p>In this section, we derive a continuous representation of a LMM which is used to generate the EBNUM. On the interval<inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/11-1100443x31.png" xlink:type="simple"/></inline-formula>, we approximate the exact solution by the interpolating function <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/11-1100443x31.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/11-1100443x32.png" xlink:type="simple"/></inline-formula> of the form</p><disp-formula id="scirp.57323-formula92"><label>(4)</label><graphic position="anchor" xlink:href="http://html.scirp.org/file/11-1100443x33.png"  xlink:type="simple"/></disp-formula><p>where <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/11-1100443x34.png" xlink:type="simple"/></inline-formula> are parameters to be uniquely determined. Let <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/11-1100443x34.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/11-1100443x35.png" xlink:type="simple"/></inline-formula> denote the numerical approximation to the analytical solution at<inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/11-1100443x34.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/11-1100443x35.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/11-1100443x36.png" xlink:type="simple"/></inline-formula>, <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/11-1100443x34.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/11-1100443x35.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/11-1100443x36.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/11-1100443x37.png" xlink:type="simple"/></inline-formula>, <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/11-1100443x34.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/11-1100443x35.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/11-1100443x36.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/11-1100443x37.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/11-1100443x38.png" xlink:type="simple"/></inline-formula>, and n is a grid index. We impose that the interpolating function (4) coincides with the analytical solution at the points<inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/11-1100443x34.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/11-1100443x35.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/11-1100443x36.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/11-1100443x37.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/11-1100443x38.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/11-1100443x39.png" xlink:type="simple"/></inline-formula>, <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/11-1100443x34.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/11-1100443x35.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/11-1100443x36.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/11-1100443x37.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/11-1100443x38.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/11-1100443x39.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/11-1100443x40.png" xlink:type="simple"/></inline-formula>to obtain the following pair of equations:</p><disp-formula id="scirp.57323-formula93"><label>(5)</label><graphic position="anchor" xlink:href="http://html.scirp.org/file/11-1100443x41.png"  xlink:type="simple"/></disp-formula><p>If the function (4) satisfies the scalar form of the differential Equation (3) at the points<inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/11-1100443x42.png" xlink:type="simple"/></inline-formula>, we obtain the following set of three equations:</p><disp-formula id="scirp.57323-formula94"><label>(6)</label><graphic position="anchor" xlink:href="http://html.scirp.org/file/11-1100443x43.png"  xlink:type="simple"/></disp-formula><p>Thus, Equations (5) and (6) lead to a system involving the following five equations</p><disp-formula id="scirp.57323-formula95"><graphic  xlink:href="http://html.scirp.org/file/11-1100443x44.png"  xlink:type="simple"/></disp-formula><p>which is solved with the aid of Mathematica to obtain<inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/11-1100443x45.png" xlink:type="simple"/></inline-formula>. The continuous LMM is constructed by substituting the values of <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/11-1100443x45.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/11-1100443x46.png" xlink:type="simple"/></inline-formula> into Equation (4) and after simplifying, the method is expressed in the form</p><disp-formula id="scirp.57323-formula96"><label>(7)</label><graphic position="anchor" xlink:href="http://html.scirp.org/file/11-1100443x47.png"  xlink:type="simple"/></disp-formula><p>where<inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/11-1100443x48.png" xlink:type="simple"/></inline-formula>, <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/11-1100443x48.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/11-1100443x49.png" xlink:type="simple"/></inline-formula>, <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/11-1100443x48.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/11-1100443x49.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/11-1100443x50.png" xlink:type="simple"/></inline-formula>, <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/11-1100443x48.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/11-1100443x49.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/11-1100443x50.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/11-1100443x51.png" xlink:type="simple"/></inline-formula>are continuous coefficients. The first derivative of (7) can easily be expressed as</p><disp-formula id="scirp.57323-formula97"><label>(8)</label><graphic position="anchor" xlink:href="http://html.scirp.org/file/11-1100443x52.png"  xlink:type="simple"/></disp-formula><p>The EBNUM is then obtained by evaluating (7) at <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/11-1100443x53.png" xlink:type="simple"/></inline-formula> and (8) at <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/11-1100443x53.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/11-1100443x54.png" xlink:type="simple"/></inline-formula></p><disp-formula id="scirp.57323-formula98"><label>(9)</label><graphic position="anchor" xlink:href="http://html.scirp.org/file/11-1100443x55.png"  xlink:type="simple"/></disp-formula><p>Remark 1 We note that the first two members of (9) were given in [<xref ref-type="bibr" rid="scirp.57323-ref7">7</xref>] and used for solving the special second order initial value problem.</p><p>The order of each method in (9) is given by the vector <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/11-1100443x56.png" xlink:type="simple"/></inline-formula> and local truncation errors associated with (9) are given by</p><disp-formula id="scirp.57323-formula99"><label>(10)</label><graphic position="anchor" xlink:href="http://html.scirp.org/file/11-1100443x57.png"  xlink:type="simple"/></disp-formula><p>The method (9) can be expressed in block form as</p><disp-formula id="scirp.57323-formula100"><label>(11)</label><graphic position="anchor" xlink:href="http://html.scirp.org/file/11-1100443x58.png"  xlink:type="simple"/></disp-formula><p>where the positive integer <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/11-1100443x59.png" xlink:type="simple"/></inline-formula> is the number of blocks, <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/11-1100443x59.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/11-1100443x60.png" xlink:type="simple"/></inline-formula>is the step number,</p><p><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/11-1100443x61.png" xlink:type="simple"/></inline-formula>, <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/11-1100443x61.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/11-1100443x62.png" xlink:type="simple"/></inline-formula>, <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/11-1100443x61.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/11-1100443x62.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/11-1100443x63.png" xlink:type="simple"/></inline-formula>, <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/11-1100443x61.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/11-1100443x62.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/11-1100443x63.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/11-1100443x64.png" xlink:type="simple"/></inline-formula>, and<inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/11-1100443x61.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/11-1100443x62.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/11-1100443x63.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/11-1100443x64.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/11-1100443x65.png" xlink:type="simple"/></inline-formula>, <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/11-1100443x61.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/11-1100443x62.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/11-1100443x63.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/11-1100443x64.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/11-1100443x65.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/11-1100443x66.png" xlink:type="simple"/></inline-formula>, <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/11-1100443x61.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/11-1100443x62.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/11-1100443x63.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/11-1100443x64.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/11-1100443x65.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/11-1100443x66.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/11-1100443x67.png" xlink:type="simple"/></inline-formula>, and <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/11-1100443x61.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/11-1100443x62.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/11-1100443x63.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/11-1100443x64.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/11-1100443x65.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/11-1100443x66.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/11-1100443x67.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/11-1100443x68.png" xlink:type="simple"/></inline-formula> are matrices each of dimension 4 whose entries are</p><p>given by the coefficients of (9).</p><p>Let the local truncation error be defined by<inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/11-1100443x69.png" xlink:type="simple"/></inline-formula>, and let the exact form of the system is given by (11) be defined as</p><disp-formula id="scirp.57323-formula101"><label>(12)</label><graphic position="anchor" xlink:href="http://html.scirp.org/file/11-1100443x70.png"  xlink:type="simple"/></disp-formula><p>where</p><p><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/11-1100443x71.png" xlink:type="simple"/></inline-formula>,</p><disp-formula id="scirp.57323-formula102"><graphic  xlink:href="http://html.scirp.org/file/11-1100443x72.png"  xlink:type="simple"/></disp-formula><p><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/11-1100443x73.png" xlink:type="simple"/></inline-formula>,</p><disp-formula id="scirp.57323-formula103"><graphic  xlink:href="http://html.scirp.org/file/11-1100443x74.png"  xlink:type="simple"/></disp-formula><p>Theorem 2 Let <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/11-1100443x75.png" xlink:type="simple"/></inline-formula> be an approximation of the solution vector <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/11-1100443x75.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/11-1100443x76.png" xlink:type="simple"/></inline-formula> for the system obtained on the interval</p><p><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/11-1100443x77.png" xlink:type="simple"/></inline-formula>from the method (11). If<inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/11-1100443x77.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/11-1100443x78.png" xlink:type="simple"/></inline-formula>, <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/11-1100443x77.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/11-1100443x78.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/11-1100443x79.png" xlink:type="simple"/></inline-formula>, where the exact solution <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/11-1100443x77.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/11-1100443x78.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/11-1100443x79.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/11-1100443x80.png" xlink:type="simple"/></inline-formula> is several times differentiable on <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/11-1100443x77.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/11-1100443x78.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/11-1100443x79.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/11-1100443x80.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/11-1100443x81.png" xlink:type="simple"/></inline-formula> and if<inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/11-1100443x77.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/11-1100443x78.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/11-1100443x79.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/11-1100443x80.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/11-1100443x81.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/11-1100443x82.png" xlink:type="simple"/></inline-formula>, then, the BLMM is convergent of order 4, which implies that<inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/11-1100443x77.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/11-1100443x78.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/11-1100443x79.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/11-1100443x80.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/11-1100443x81.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/11-1100443x82.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/11-1100443x83.png" xlink:type="simple"/></inline-formula>.</p><p>Proof. See Jator [<xref ref-type="bibr" rid="scirp.57323-ref8">8</xref>] .</p>Stability<p>The linear-stability of (11) is discussed by applying the method to the test equation<inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/11-1100443x84.png" xlink:type="simple"/></inline-formula>, where <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/11-1100443x84.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/11-1100443x85.png" xlink:type="simple"/></inline-formula> is a real constant (see [<xref ref-type="bibr" rid="scirp.57323-ref9">9</xref>] ). Letting<inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/11-1100443x84.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/11-1100443x85.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/11-1100443x86.png" xlink:type="simple"/></inline-formula>, it is easily shown that the application of (11) to the test equation yields</p><disp-formula id="scirp.57323-formula104"><label>(13)</label><graphic position="anchor" xlink:href="http://html.scirp.org/file/11-1100443x87.png"  xlink:type="simple"/></disp-formula><p>where the matrix <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/11-1100443x88.png" xlink:type="simple"/></inline-formula> is the amplification matrix which determines the stability of the method.</p><p>Definition 3 Let <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/11-1100443x89.png" xlink:type="simple"/></inline-formula> be the spectral radius, the interval of stability is an interval throughout which<inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/11-1100443x89.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/11-1100443x90.png" xlink:type="simple"/></inline-formula>. We then define the interval of periodicity as the largest interval <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/11-1100443x89.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/11-1100443x90.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/11-1100443x91.png" xlink:type="simple"/></inline-formula> such that <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/11-1100443x89.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/11-1100443x90.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/11-1100443x91.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/11-1100443x92.png" xlink:type="simple"/></inline-formula> for all steplengths<inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/11-1100443x89.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/11-1100443x90.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/11-1100443x91.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/11-1100443x92.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/11-1100443x93.png" xlink:type="simple"/></inline-formula>. Suppose <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/11-1100443x89.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/11-1100443x90.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/11-1100443x91.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/11-1100443x92.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/11-1100443x93.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/11-1100443x94.png" xlink:type="simple"/></inline-formula> is finite, and <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/11-1100443x89.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/11-1100443x90.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/11-1100443x91.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/11-1100443x92.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/11-1100443x93.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/11-1100443x94.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/11-1100443x95.png" xlink:type="simple"/></inline-formula> also holds for<inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/11-1100443x89.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/11-1100443x90.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/11-1100443x91.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/11-1100443x92.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/11-1100443x93.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/11-1100443x94.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/11-1100443x95.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/11-1100443x96.png" xlink:type="simple"/></inline-formula>, for<inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/11-1100443x89.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/11-1100443x90.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/11-1100443x91.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/11-1100443x92.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/11-1100443x93.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/11-1100443x94.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/11-1100443x95.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/11-1100443x96.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/11-1100443x97.png" xlink:type="simple"/></inline-formula>, then, <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/11-1100443x89.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/11-1100443x90.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/11-1100443x91.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/11-1100443x92.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/11-1100443x93.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/11-1100443x94.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/11-1100443x95.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/11-1100443x96.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/11-1100443x97.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/11-1100443x98.png" xlink:type="simple"/></inline-formula>is the secondary interval of periodicity (see [<xref ref-type="bibr" rid="scirp.57323-ref10">10</xref>] ).</p><p>Remark 4 We found that <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/11-1100443x99.png" xlink:type="simple"/></inline-formula> if<inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/11-1100443x99.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/11-1100443x100.png" xlink:type="simple"/></inline-formula>, hence the stability interval for the EBNUM is<inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/11-1100443x99.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/11-1100443x100.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/11-1100443x101.png" xlink:type="simple"/></inline-formula>;</p><p>which is twice the stability interval of the standard Numerov method. In this case, the interval of stability is the same as the interval of periodicity.</p></sec><sec id="s3"><title>3. Computational Aspects via Block Unification</title><p>Recall that the semi-discretization of (1) is initially performed on the partition</p><disp-formula id="scirp.57323-formula105"><graphic  xlink:href="http://html.scirp.org/file/11-1100443x102.png"  xlink:type="simple"/></disp-formula><p><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/11-1100443x103.png" xlink:type="simple"/></inline-formula>. The resulting system of ODEs (3) is then solved on the partition<inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/11-1100443x103.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/11-1100443x104.png" xlink:type="simple"/></inline-formula>.</p><p>Next, we summarize the block unification algorithm. Let <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/11-1100443x105.png" xlink:type="simple"/></inline-formula> be the number of blocks and let <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/11-1100443x105.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/11-1100443x106.png" xlink:type="simple"/></inline-formula> be the individual blocks obtained on the rectangles<inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/11-1100443x105.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/11-1100443x106.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/11-1100443x107.png" xlink:type="simple"/></inline-formula>; then, the blocks are unified and solved as follows:</p><p>Step 1: Use the block extension of (11) for <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/11-1100443x108.png" xlink:type="simple"/></inline-formula> to obtain <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/11-1100443x108.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/11-1100443x109.png" xlink:type="simple"/></inline-formula> on the rectangle<inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/11-1100443x108.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/11-1100443x109.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/11-1100443x110.png" xlink:type="simple"/></inline-formula>, for<inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/11-1100443x108.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/11-1100443x109.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/11-1100443x110.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/11-1100443x111.png" xlink:type="simple"/></inline-formula>, <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/11-1100443x108.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/11-1100443x109.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/11-1100443x110.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/11-1100443x111.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/11-1100443x112.png" xlink:type="simple"/></inline-formula>is obtained on the rectangle<inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/11-1100443x108.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/11-1100443x109.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/11-1100443x110.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/11-1100443x111.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/11-1100443x112.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/11-1100443x113.png" xlink:type="simple"/></inline-formula>, and on the rectangles<inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/11-1100443x108.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/11-1100443x109.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/11-1100443x110.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/11-1100443x111.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/11-1100443x112.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/11-1100443x113.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/11-1100443x114.png" xlink:type="simple"/></inline-formula>, for<inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/11-1100443x108.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/11-1100443x109.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/11-1100443x110.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/11-1100443x111.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/11-1100443x112.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/11-1100443x113.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/11-1100443x114.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/11-1100443x115.png" xlink:type="simple"/></inline-formula>, <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/11-1100443x108.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/11-1100443x109.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/11-1100443x110.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/11-1100443x111.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/11-1100443x112.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/11-1100443x113.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/11-1100443x114.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/11-1100443x115.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/11-1100443x116.png" xlink:type="simple"/></inline-formula>, we obtain<inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/11-1100443x108.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/11-1100443x109.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/11-1100443x110.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/11-1100443x111.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/11-1100443x112.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/11-1100443x113.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/11-1100443x114.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/11-1100443x115.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/11-1100443x116.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/11-1100443x117.png" xlink:type="simple"/></inline-formula>.</p><p>Step 2: The blocks are unified to form a system given by<inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/11-1100443x118.png" xlink:type="simple"/></inline-formula>. The system is then simultaneously solved to obtain approximations<inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/11-1100443x118.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/11-1100443x119.png" xlink:type="simple"/></inline-formula>.</p><p>Step 3: The solution of (1) is approximated by the solutions in step 2 as<inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/11-1100443x120.png" xlink:type="simple"/></inline-formula>,<inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/11-1100443x120.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/11-1100443x121.png" xlink:type="simple"/></inline-formula>.</p><p>We emphasize that the block unification technique leads to a single matrix of finite difference equations, which is solved to provide all the solutions of (1) on the entire grid given by the rectangle<inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/11-1100443x122.png" xlink:type="simple"/></inline-formula>. We note that the computations were carried out using a written code in Mathematica 10.0.</p></sec><sec id="s4"><title>4. Numerical Examples</title><sec id="s4_1"><title>4.1. Elliptic PDEs</title><p>In this subsection, the performance of the EBNUM is tested on five problems, which include the Poisson equation, Laplace equation subject to Neumann boundary conditions, Laplace equation subject to Dirichlet boundary conditions, Helmoltz equation, and the two-dimensional convection diffusion equation. In all the figures, the EBNUM is represented by uapprox and the exact solution is represented by uexact.</p><p>Example 5 As our first test example, we solve the given Poisson equation (see Burden and Faires [<xref ref-type="bibr" rid="scirp.57323-ref11">11</xref>] ).</p><disp-formula id="scirp.57323-formula106"><graphic  xlink:href="http://html.scirp.org/file/11-1100443x123.png"  xlink:type="simple"/></disp-formula><p><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/11-1100443x124.png" xlink:type="simple"/></inline-formula>,</p><disp-formula id="scirp.57323-formula107"><graphic  xlink:href="http://html.scirp.org/file/11-1100443x125.png"  xlink:type="simple"/></disp-formula><p>The exact solution is given by<inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/11-1100443x126.png" xlink:type="simple"/></inline-formula>.</p><p>This example was chosen to demonstrate that the EBNUM can be used to solve the Poisson equation with Dirichlet boundary conditions. The results produced by the EBNUM are accurate as shown by the graphical evidence given in <xref ref-type="fig" rid="fig1">Figure 1</xref>.</p><p>Example 6 As our second test example, we solve the given Laplace equation subject to Neumann boundary conditions (see Zill and Cullen [<xref ref-type="bibr" rid="scirp.57323-ref12">12</xref>] ).</p><disp-formula id="scirp.57323-formula108"><graphic  xlink:href="http://html.scirp.org/file/11-1100443x127.png"  xlink:type="simple"/></disp-formula><p><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/11-1100443x128.png" xlink:type="simple"/></inline-formula>,</p><disp-formula id="scirp.57323-formula109"><graphic  xlink:href="http://html.scirp.org/file/11-1100443x129.png"  xlink:type="simple"/></disp-formula><p>The exact solution is given by<inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/11-1100443x130.png" xlink:type="simple"/></inline-formula>.</p><p>This example was chosen to illustrate that the EBNUM is cable of solving the Laplace equation with Neumann boundary conditions. The results produced by the EBNUM are accurate as shown by the graphical evidence given in <xref ref-type="fig" rid="fig2">Figure 2</xref>.</p><p>Example 7 As our third test example, we solve the given Laplace equation subject to Dirichlet boundary conditions (see Zill and Cullen [<xref ref-type="bibr" rid="scirp.57323-ref12">12</xref>] ).</p><disp-formula id="scirp.57323-formula110"><graphic  xlink:href="http://html.scirp.org/file/11-1100443x131.png"  xlink:type="simple"/></disp-formula><fig id="fig1"  position="float"><label><xref ref-type="fig" rid="fig1">Figure 1</xref></label><caption><title> Approximate and exact solutions for example 4.1, h = 1/64; Δx = 1/64</title></caption><graphic mimetype="image"   position="float"  xlink:type="simple"  xlink:href="http://html.scirp.org/file/11-1100443x132.png"/></fig><fig id="fig2"  position="float"><label><xref ref-type="fig" rid="fig2">Figure 2</xref></label><caption><title> Approximate and exact solutions for example 4.2, h = 1/128; Δx = 1/128</title></caption><graphic mimetype="image"   position="float"  xlink:type="simple"  xlink:href="http://html.scirp.org/file/11-1100443x133.png"/></fig><p><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/11-1100443x134.png" xlink:type="simple"/></inline-formula>,</p><disp-formula id="scirp.57323-formula111"><graphic  xlink:href="http://html.scirp.org/file/11-1100443x135.png"  xlink:type="simple"/></disp-formula><p>The exact solution is given by</p><disp-formula id="scirp.57323-formula112"><graphic  xlink:href="http://html.scirp.org/file/11-1100443x136.png"  xlink:type="simple"/></disp-formula><p>This example was chosen to demonstrate the performance of the EBNUM on the Laplace equation with Dirichlet boundary conditions. We truncated the exact solution at 50, since the exact solution is an infinite series. The results produced by the EBNUM are accurate as shown by the graphical evidence given in <xref ref-type="fig" rid="fig3">Figure 3</xref>.</p><p>Example 8 We consider the given two-dimensional Helmoltz equation (see Cheney [<xref ref-type="bibr" rid="scirp.57323-ref13">13</xref>] ).</p><disp-formula id="scirp.57323-formula113"><graphic  xlink:href="http://html.scirp.org/file/11-1100443x137.png"  xlink:type="simple"/></disp-formula><p>The exact solution is given by<inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/11-1100443x138.png" xlink:type="simple"/></inline-formula>.</p><p>The Dirichlet boundary conditions are chosen accordingly. This example was chosen to demonstrate that the EBNUM can be used to solve the Helmoltz equation. The results produced by the EBNUM are accurate as shown by the graphical evidence given in <xref ref-type="fig" rid="fig4">Figure 4</xref>.</p><p>Example 9 We consider the given two-dimensional convection diffusion equation (see Sun and Zhang [<xref ref-type="bibr" rid="scirp.57323-ref5">5</xref>] ).</p><disp-formula id="scirp.57323-formula114"><graphic  xlink:href="http://html.scirp.org/file/11-1100443x139.png"  xlink:type="simple"/></disp-formula><fig id="fig3"  position="float"><label><xref ref-type="fig" rid="fig3">Figure 3</xref></label><caption><title> Approximate and exact solutions for example 4.3, h = 1/128; Δx = 1/128</title></caption><graphic mimetype="image"   position="float"  xlink:type="simple"  xlink:href="http://html.scirp.org/file/11-1100443x140.png"/></fig><p>The exact solution is given by <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/11-1100443x141.png" xlink:type="simple"/></inline-formula> and the convection coefficients are <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/11-1100443x141.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/11-1100443x142.png" xlink:type="simple"/></inline-formula> and<inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/11-1100443x141.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/11-1100443x142.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/11-1100443x143.png" xlink:type="simple"/></inline-formula>.</p><p>The Dirichlet boundary conditions and <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/11-1100443x144.png" xlink:type="simple"/></inline-formula> are chosen accordingly. This example was chosen to demonstrate that the EBNUM can be used to solve the two-dimensional convection diffusion equation. The results produced by the EBNUM are accurate as shown by the graphical evidence given in <xref ref-type="fig" rid="fig5">Figure 5</xref>.</p><fig id="fig4"  position="float"><label><xref ref-type="fig" rid="fig4">Figure 4</xref></label><caption><title> Approximate and exact solutions for example 4.4, h = 1/128; Δx = 1/128</title></caption><graphic mimetype="image"   position="float"  xlink:type="simple"  xlink:href="http://html.scirp.org/file/11-1100443x145.png"/></fig><fig id="fig5"  position="float"><label><xref ref-type="fig" rid="fig5">Figure 5</xref></label><caption><title> Approximate and exact solutions for example 4.5, h = 1/128; Δx = 1/128</title></caption><graphic mimetype="image"   position="float"  xlink:type="simple"  xlink:href="http://html.scirp.org/file/11-1100443x146.png"/></fig></sec><sec id="s4_2"><title>4.2. Hyperbolic PDEs</title><p>Example 10 We consider the following one-dimensional nonlinear undamped Sine-Gordon equation given in Dehghan and Shokri [<xref ref-type="bibr" rid="scirp.57323-ref14">14</xref>] )</p><disp-formula id="scirp.57323-formula115"><graphic  xlink:href="http://html.scirp.org/file/11-1100443x147.png"  xlink:type="simple"/></disp-formula><p><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/11-1100443x148.png" xlink:type="simple"/></inline-formula>,</p><p><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/11-1100443x149.png" xlink:type="simple"/></inline-formula>.</p><p>The exact solution is given by<inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/11-1100443x150.png" xlink:type="simple"/></inline-formula>,</p><p>C is the velocity of the solitary wave, and the boundary conditions are given according. The problem is solved for<inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/11-1100443x151.png" xlink:type="simple"/></inline-formula>, <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/11-1100443x151.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/11-1100443x152.png" xlink:type="simple"/></inline-formula>, and<inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/11-1100443x151.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/11-1100443x152.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/11-1100443x153.png" xlink:type="simple"/></inline-formula>. This example was chosen to demonstrate that the EBNUM can be used to solve the Sine-Gordon equation. The results produced by the EBNUM are accurate as shown by the graphical evidence given in <xref ref-type="fig" rid="fig6">Figure 6</xref>.</p><p>Example 11 We consider the given Telegraph equation (see Ding et al. [<xref ref-type="bibr" rid="scirp.57323-ref15">15</xref>] ).</p><disp-formula id="scirp.57323-formula116"><graphic  xlink:href="http://html.scirp.org/file/11-1100443x154.png"  xlink:type="simple"/></disp-formula><fig id="fig6"  position="float"><label><xref ref-type="fig" rid="fig6">Figure 6</xref></label><caption><title> Approximate and exact solutions for example 4.6, h = 1/50; Δx = 1/150</title></caption><graphic mimetype="image"   position="float"  xlink:type="simple"  xlink:href="http://html.scirp.org/file/11-1100443x155.png"/></fig><p>The exact solution is given by<inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/11-1100443x156.png" xlink:type="simple"/></inline-formula>.</p><p>The boundary conditions are chosen accordingly. This example was chosen to demonstrate that the EBNUM can be used to solve the telegraph equation. The results produced by the EBNUM are accurate as shown by the graphical evidence given in <xref ref-type="fig" rid="fig7">Figure 7</xref>.</p></sec><sec id="s4_3"><title>4.3. Comparison of EBNUM and FDM</title><p>In this subsection, we compare the errors <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/11-1100443x157.png" xlink:type="simple"/></inline-formula> and CPU time in seconds for <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/11-1100443x157.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/11-1100443x158.png" xlink:type="simple"/></inline-formula> of the EBNUM and FDM for all the examples.</p></sec></sec><sec id="s5"><title>5. Conclusion</title><p>A block unification method based on the EBNUM is proposed and applied to elliptic and hyperbplic PDEs via the method of lines technique. It is shown that the method is very flexible as it can be applied to solve a variety of elliptic and hyperbolic PDEs with either Dirichlet or Neumann boundary conditions. The method is also shown to have both accuracy and speed advantages when compared with the FDM (see <xref ref-type="table" rid="table1">Table 1</xref>). Our future re-</p><fig id="fig7"  position="float"><label><xref ref-type="fig" rid="fig7">Figure 7</xref></label><caption><title> Approximate and exact solutions for example 4.7, h = 1/16; Δx = 1/16</title></caption><graphic mimetype="image"   position="float"  xlink:type="simple"  xlink:href="http://html.scirp.org/file/11-1100443x159.png"/></fig><table-wrap id="table1" ><label><xref ref-type="table" rid="table1">Table 1</xref></label><caption><title> Comparison of errors and CPU time in seconds</title></caption><table><tbody><thead><tr><th align="center" valign="middle" ></th><th align="center" valign="middle"  colspan="2"  >FDM</th><th align="center" valign="middle"  colspan="3"  >EBNUM</th></tr></thead><tr><td align="center" valign="middle" >Example</td><td align="center" valign="middle" >Error</td><td align="center" valign="middle" >Time</td><td align="center" valign="middle" ></td><td align="center" valign="middle" >Error</td><td align="center" valign="middle" >Time</td></tr><tr><td align="center" valign="middle" >4.1</td><td align="center" valign="middle" ><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/11-1100443x160.png" xlink:type="simple"/></inline-formula></td><td align="center" valign="middle" >0.41</td><td align="center" valign="middle" ></td><td align="center" valign="middle" ><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/11-1100443x161.png" xlink:type="simple"/></inline-formula></td><td align="center" valign="middle" >0.38</td></tr><tr><td align="center" valign="middle" >4.2</td><td align="center" valign="middle" ><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/11-1100443x162.png" xlink:type="simple"/></inline-formula></td><td align="center" valign="middle" >0.73</td><td align="center" valign="middle" ></td><td align="center" valign="middle" ><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/11-1100443x163.png" xlink:type="simple"/></inline-formula></td><td align="center" valign="middle" >0.67</td></tr><tr><td align="center" valign="middle" >4.3</td><td align="center" valign="middle" ><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/11-1100443x164.png" xlink:type="simple"/></inline-formula></td><td align="center" valign="middle" >1.70</td><td align="center" valign="middle" ></td><td align="center" valign="middle" ><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/11-1100443x165.png" xlink:type="simple"/></inline-formula></td><td align="center" valign="middle" >1.52</td></tr><tr><td align="center" valign="middle" >4.4</td><td align="center" valign="middle" ><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/11-1100443x166.png" xlink:type="simple"/></inline-formula></td><td align="center" valign="middle" >0.44</td><td align="center" valign="middle" ></td><td align="center" valign="middle" ><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/11-1100443x167.png" xlink:type="simple"/></inline-formula></td><td align="center" valign="middle" >0.34</td></tr><tr><td align="center" valign="middle" >4.5</td><td align="center" valign="middle" ><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/11-1100443x168.png" xlink:type="simple"/></inline-formula></td><td align="center" valign="middle" >0.47</td><td align="center" valign="middle" ></td><td align="center" valign="middle" ><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/11-1100443x169.png" xlink:type="simple"/></inline-formula></td><td align="center" valign="middle" >0.44</td></tr></tbody></table></table-wrap><p>search will be to search for higher order LMMs that can solve the general forms of elliptic and hyperbolic PDEs.</p></sec></body><back><ref-list><title>References</title><ref id="scirp.57323-ref1"><label>1</label><mixed-citation publication-type="other" xlink:type="simple">Lambert, J.D. 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