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<article article-type="research-article" dtd-version="1.3" xmlns:mml="http://www.w3.org/1998/Math/MathML" xmlns:xlink="http://www.w3.org/1999/xlink" xmlns:xsi="http://www.w3.org/2001/XMLSchema-instance" xml:lang="ru"><front><journal-meta><journal-id journal-id-type="publisher-id">kaz29</journal-id><journal-title-group><journal-title xml:lang="ru">Вестник Казахстанско-Британского технического университета</journal-title><trans-title-group xml:lang="en"><trans-title>Herald of the Kazakh-British Technical University</trans-title></trans-title-group></journal-title-group><issn pub-type="ppub">1998-6688</issn><issn pub-type="epub">2959-8109</issn><publisher><publisher-name>Казахстанско-Британский Технический Университет</publisher-name></publisher></journal-meta><article-meta><article-id custom-type="elpub" pub-id-type="custom">kaz29-29</article-id><article-categories><subj-group subj-group-type="heading"><subject>Research Article</subject></subj-group><subj-group subj-group-type="section-heading" xml:lang="ru"><subject>ФИЗИКО-МАТЕМАТИЧЕСКИЕ И ТЕХНИЧЕСКИЕ НАУКИ</subject></subj-group><subj-group subj-group-type="section-heading" xml:lang="en"><subject>PHYSICAL, MATHEMATICAL AND TECHNICAL SCIENCES</subject></subj-group></article-categories><title-group><article-title>MPI ПАРАЛЛЕЛЬНАЯ РЕАЛИЗАЦИЯ ДВУМЕРНОГО ВОЛНОВОГО УРАВНЕНИЯ С ИСПОЛЬЗОВАНИЕМ НЕЯВНОЙ КОНЕЧНО-РАЗНОСТНОЙ СХЕМЫ</article-title><trans-title-group xml:lang="en"><trans-title>MPI PARALLEL IMPLEMENT OF A WAVE EQUATION USING AN IMPLICIT FINITE DIFFERENCE SCHEME</trans-title></trans-title-group></title-group><contrib-group><contrib contrib-type="author" corresp="yes"><name-alternatives><name name-style="eastern" xml:lang="ru"><surname>Алтыбай</surname><given-names>А.</given-names></name><name name-style="western" xml:lang="en"><surname>Altybay</surname><given-names>A.</given-names></name></name-alternatives><bio xml:lang="ru"><p>PhD-докторант</p></bio><xref ref-type="aff" rid="aff-1"/></contrib><contrib contrib-type="author" corresp="yes"><name-alternatives><name name-style="eastern" xml:lang="ru"><surname>Токмагамбетов</surname><given-names>Н.</given-names></name><name name-style="western" xml:lang="en"><surname>Tokmagambetov</surname><given-names>N.</given-names></name></name-alternatives><bio xml:lang="ru"><p>PhD, и.о.доцента</p></bio><xref ref-type="aff" rid="aff-1"/></contrib></contrib-group><aff-alternatives id="aff-1"><aff xml:lang="ru">Казахский Национальный университет им. аль-Фараби<country>Казахстан</country></aff><aff xml:lang="en">Al-Farabi Kazakh National University<country>Kazakhstan</country></aff></aff-alternatives><pub-date pub-type="collection"><year>2020</year></pub-date><pub-date pub-type="epub"><day>02</day><month>11</month><year>2021</year></pub-date><volume>17</volume><issue>1</issue><fpage>110</fpage><lpage>116</lpage><permissions><copyright-statement>Copyright &amp;#x00A9; Алтыбай А., Токмагамбетов Н., 2021</copyright-statement><copyright-year>2021</copyright-year><copyright-holder xml:lang="ru">Алтыбай А., Токмагамбетов Н.</copyright-holder><copyright-holder xml:lang="en">Altybay A., Tokmagambetov N.</copyright-holder><license xml:lang="ru" license-type="creative-commons-attribution" xlink:href="https://creativecommons.org/licenses/by/4.0/" xlink:type="simple"><license-p>Данная работа распространяется под лицензией Creative Commons Attribution 4.0.</license-p></license><license xml:lang="en" license-type="creative-commons-attribution" xlink:href="https://creativecommons.org/licenses/by/4.0/" xlink:type="simple"><license-p>This work is licensed under a Creative Commons Attribution 4.0 License.</license-p></license></permissions><self-uri xlink:href="https://vestnik.kbtu.edu.kz/jour/article/view/29">https://vestnik.kbtu.edu.kz/jour/article/view/29</self-uri><abstract><p>В этой статье мы обсудим параллельную реализацию двумерного уравнения акустической волны с использованием метода неявных разностей. В качестве среды программирования использовалась модель распределенной памяти параллельных вычислений и система MPI (Message Passing Interface). Параллельный подход основан на распараллеливании трехдиагональной матрицы и использовании метода Яненко. Производительность параллельного алгоритма была изучена с использованием метода распределенных вычислений и выполнена на кластере суперкомпьютеров. Наблюдалось, что параллельная реализация обеспечивает значительное сокращение времени вычислений по сравнению с алгоритмом последовательной реализации.</p></abstract><trans-abstract xml:lang="en"><p>In this paper we will discuss the parallel implementation of the two-dimensional acoustic wave equation using the implicit difference method. As the programming environment used the distributed memory model of parallel computation and MPI (Message Passing Interface) system. The parallel approach is based on the parallelization of the tridiagonal matrix and uses the Yanenko method. The performance of the parallel algorithm has been studied using distributed computing method, and performed on supercomputer cluster.It has been observed that the parallel implementation provides a significant reduction in the computation time when compared with the serial implementation algorithm.</p></trans-abstract><kwd-group xml:lang="ru"><kwd>параллельное программирование</kwd><kwd>высокопроизводительные вычисления</kwd><kwd>численное моделирование</kwd><kwd>MPI</kwd><kwd>волновое уравнение</kwd><kwd>кластер</kwd></kwd-group><kwd-group xml:lang="en"><kwd>parallel programming</kwd><kwd>high-performance computing</kwd><kwd>numerical simulation</kwd><kwd>MPI</kwd><kwd>wave equation</kwd><kwd>cluster</kwd></kwd-group></article-meta></front><back><ref-list><title>References</title><ref id="cit1"><label>1</label><citation-alternatives><mixed-citation xml:lang="ru">G. Cohen. High-Order Numerical Methods for Transient Wave Equations, Springer, NewYork, 2002.</mixed-citation><mixed-citation xml:lang="en">G. Cohen. High-Order Numerical Methods for Transient Wave Equations, Springer, NewYork, 2002.</mixed-citation></citation-alternatives></ref><ref id="cit2"><label>2</label><citation-alternatives><mixed-citation xml:lang="ru">N. N. Yanenko. The Method of Fractional Steps, Springer-Verlag Berlin Heidelberg, 1971.</mixed-citation><mixed-citation xml:lang="en">N. N. Yanenko. The Method of Fractional Steps, Springer-Verlag Berlin Heidelberg, 1971.</mixed-citation></citation-alternatives></ref><ref id="cit3"><label>3</label><citation-alternatives><mixed-citation xml:lang="ru">H.K. Rouf. 1971, Implicit Finite Di_erence Time Domain Methods. Theory and Applications/ Hasan Khaled Rouf. -LAP Lambert Academic, 208,2011.</mixed-citation><mixed-citation xml:lang="en">H.K. Rouf. 1971, Implicit Finite Di_erence Time Domain Methods. Theory and Applications/ Hasan Khaled Rouf. -LAP Lambert Academic, 208,2011.</mixed-citation></citation-alternatives></ref><ref id="cit4"><label>4</label><citation-alternatives><mixed-citation xml:lang="ru">D. M. Causon, C. G. Mingham, L. Qian. Developments In Multi-Fluid Finite Volume Free Surface Capturing Methods, Advances in Numerical Simulation of Nonlinear Water Waves, 11, 397-427, 2010.</mixed-citation><mixed-citation xml:lang="en">D. M. Causon, C. G. Mingham, L. Qian. Developments In Multi-Fluid Finite Volume Free Surface Capturing Methods, Advances in Numerical Simulation of Nonlinear Water Waves, 11, 397-427, 2010.</mixed-citation></citation-alternatives></ref><ref id="cit5"><label>5</label><citation-alternatives><mixed-citation xml:lang="ru">M. Dehghan, A. Mohebbi. The combination of collocation, finite difference, and multigrid methods for solution of the two-dimensional wave equation, Number. Methods Partial Differential Equation, 24, 897-910, 2008.</mixed-citation><mixed-citation xml:lang="en">M. Dehghan, A. Mohebbi. The combination of collocation, finite difference, and multigrid methods for solution of the two-dimensional wave equation, Number. Methods Partial Differential Equation, 24, 897-910, 2008.</mixed-citation></citation-alternatives></ref><ref id="cit6"><label>6</label><citation-alternatives><mixed-citation xml:lang="ru">H.F. Ding, Y.X. Zhang. A new fourth-order compact finite difference scheme for the two dimensional second-order hyperbolic equation, J. Comput. Appl. Math., 72, 626-632, 2009.</mixed-citation><mixed-citation xml:lang="en">H.F. Ding, Y.X. Zhang. A new fourth-order compact finite difference scheme for the two dimensional second-order hyperbolic equation, J. Comput. Appl. Math., 72, 626-632, 2009.</mixed-citation></citation-alternatives></ref><ref id="cit7"><label>7</label><citation-alternatives><mixed-citation xml:lang="ru">A. P.Engsig-Karup, , B. Harry, , H. B. Bingham, , and O. Lindberg. An efficient exible-order model for 3D nonlinear water waves, J. Comput. Phys., 228:6, 2100-2118, 2009.</mixed-citation><mixed-citation xml:lang="en">A. P.Engsig-Karup, , B. Harry, , H. B. Bingham, , and O. Lindberg. An efficient exible-order model for 3D nonlinear water waves, J. Comput. Phys., 228:6, 2100-2118, 2009.</mixed-citation></citation-alternatives></ref><ref id="cit8"><label>8</label><citation-alternatives><mixed-citation xml:lang="ru">D. Greaves. Application Of The Finite Volume Method To The Simulation Of Nonlinear Water Waves, Advances in Numerical Simulation of Nonlinear Water Waves, 11, 357-396, 2010.</mixed-citation><mixed-citation xml:lang="en">D. Greaves. Application Of The Finite Volume Method To The Simulation Of Nonlinear Water Waves, Advances in Numerical Simulation of Nonlinear Water Waves, 11, 357-396, 2010.</mixed-citation></citation-alternatives></ref><ref id="cit9"><label>9</label><citation-alternatives><mixed-citation xml:lang="ru">J.Grue, D.Fructus. Model For Fully Nonlinear Ocean Wave Simulations Derived Using Fourier Inversion Of Integral Equations In 3D, Advances in Numerical Simulation of Non-linear Water Waves, 11, 1-42, 2010.</mixed-citation><mixed-citation xml:lang="en">J.Grue, D.Fructus. Model For Fully Nonlinear Ocean Wave Simulations Derived Using Fourier Inversion Of Integral Equations In 3D, Advances in Numerical Simulation of Non-linear Water Waves, 11, 1-42, 2010.</mixed-citation></citation-alternatives></ref><ref id="cit10"><label>10</label><citation-alternatives><mixed-citation xml:lang="ru">H. O. Kreiss, N.A. Petersson, J. Ystrom. Di_erence approximation for the second-order wave equation, SIAM J. Numer. Anal. 40, 1940-1967, 2002.</mixed-citation><mixed-citation xml:lang="en">H. O. Kreiss, N.A. Petersson, J. Ystrom. Di_erence approximation for the second-order wave equation, SIAM J. Numer. Anal. 40, 1940-1967, 2002.</mixed-citation></citation-alternatives></ref><ref id="cit11"><label>11</label><citation-alternatives><mixed-citation xml:lang="ru">H. L. Liao and Z. Z. Sun. A two-level compact ADI method for solving second-order wave equations, Int. J. Comput. Math. 90:7, 1471-1488,2013</mixed-citation><mixed-citation xml:lang="en">H. L. Liao and Z. Z. Sun. A two-level compact ADI method for solving second-order wave equations, Int. J. Comput. Math. 90:7, 1471-1488,2013</mixed-citation></citation-alternatives></ref><ref id="cit12"><label>12</label><citation-alternatives><mixed-citation xml:lang="ru">J.M. Liu , K.M. Tang. A new unconditionally stable ADI compact scheme for the two spacedimensional linear hyperbolic equation, Int. J. Comput. Math. 87:10, 2259-2267,2010.</mixed-citation><mixed-citation xml:lang="en">J.M. Liu , K.M. Tang. A new unconditionally stable ADI compact scheme for the two spacedimensional linear hyperbolic equation, Int. J. Comput. Math. 87:10, 2259-2267,2010.</mixed-citation></citation-alternatives></ref><ref id="cit13"><label>13</label><citation-alternatives><mixed-citation xml:lang="ru">J. C. Munoz, M. Ruzhansky, and N. Tokmagambetov. Wave propagation with irregular dissipation and applications to acoustic problems and shallow waters. J. Math. Pures Appl., 123:127-147, – 2019.</mixed-citation><mixed-citation xml:lang="en">J. C. Munoz, M. Ruzhansky, and N. Tokmagambetov. Wave propagation with irregular dissipation and applications to acoustic problems and shallow waters. J. Math. Pures Appl., 123:127-147, – 2019.</mixed-citation></citation-alternatives></ref><ref id="cit14"><label>14</label><citation-alternatives><mixed-citation xml:lang="ru">J. C. Munoz, M. Ruzhansky, and N. Tokmagambetov. Acoustic and shallow water wave propagations with irregular dissipation. Funct. Anal. Appl., to appear.</mixed-citation><mixed-citation xml:lang="en">J. C. Munoz, M. Ruzhansky, and N. Tokmagambetov. Acoustic and shallow water wave propagations with irregular dissipation. Funct. Anal. Appl., to appear.</mixed-citation></citation-alternatives></ref><ref id="cit15"><label>15</label><citation-alternatives><mixed-citation xml:lang="ru">M. Ruzhansky, N. Tokmagambetov. Very weak solutions of wave equation for Landau Hamiltonian with irregular electromagnetic _eld. Lett. Math. Phys., 107(4):591-618, 2017.</mixed-citation><mixed-citation xml:lang="en">M. Ruzhansky, N. Tokmagambetov. Very weak solutions of wave equation for Landau Hamiltonian with irregular electromagnetic _eld. Lett. Math. Phys., 107(4):591-618, 2017.</mixed-citation></citation-alternatives></ref><ref id="cit16"><label>16</label><citation-alternatives><mixed-citation xml:lang="ru">M. Ruzhansky, N. Tokmagambetov. Wave equation for operators with discrete spectrum and irregular propagation speed. Arch. Ration. Mech. Anal., 226(3):1161-1207, 2017.</mixed-citation><mixed-citation xml:lang="en">M. Ruzhansky, N. Tokmagambetov. Wave equation for operators with discrete spectrum and irregular propagation speed. Arch. Ration. Mech. Anal., 226(3):1161-1207, 2017.</mixed-citation></citation-alternatives></ref><ref id="cit17"><label>17</label><citation-alternatives><mixed-citation xml:lang="ru">M. Ruzhansky, N. Tokmagambetov. On a very weak solution of the wave equation for a Hamiltonian in a singular electromagnetic _eld. Math. Notes, 103(5-6):856-858, 2018.</mixed-citation><mixed-citation xml:lang="en">M. Ruzhansky, N. Tokmagambetov. On a very weak solution of the wave equation for a Hamiltonian in a singular electromagnetic _eld. Math. Notes, 103(5-6):856-858, 2018.</mixed-citation></citation-alternatives></ref><ref id="cit18"><label>18</label><citation-alternatives><mixed-citation xml:lang="ru">M. Ruzhansky, N. Tokmagambetov. Wave Equation for 2D Landau Hamiltonian. Appl. Comput. Math., 18(1):69-78, 2019.</mixed-citation><mixed-citation xml:lang="en">M. Ruzhansky, N. Tokmagambetov. Wave Equation for 2D Landau Hamiltonian. Appl. Comput. Math., 18(1):69-78, 2019.</mixed-citation></citation-alternatives></ref><ref id="cit19"><label>19</label><citation-alternatives><mixed-citation xml:lang="ru">I. S. Sapronov, A. N. Bykov. Parallel’no-konveyernyy algoritm [Pipelined Thomas algorithm]// Atom., 44, 24-25, 2009.</mixed-citation><mixed-citation xml:lang="en">I. S. Sapronov, A. N. Bykov. Parallel’no-konveyernyy algoritm [Pipelined Thomas algorithm]// Atom., 44, 24-25, 2009.</mixed-citation></citation-alternatives></ref><ref id="cit20"><label>20</label><citation-alternatives><mixed-citation xml:lang="ru">N. N. Yanenko, A. N. Konovalov, A. N. Bugrov, G. V. Shustov. Ob organizatsii parallel’nykh vychisleni i “rasparallelivanii” progonki [On organization of parallel computations and parallelization of the tridiagonal matrix algorithm]. Numerical Methods of Continuum Mechanics. 9(7):139-146, 1978.</mixed-citation><mixed-citation xml:lang="en">N. N. Yanenko, A. N. Konovalov, A. N. Bugrov, G. V. Shustov. Ob organizatsii parallel’nykh vychisleni i “rasparallelivanii” progonki [On organization of parallel computations and parallelization of the tridiagonal matrix algorithm]. Numerical Methods of Continuum Mechanics. 9(7):139-146, 1978.</mixed-citation></citation-alternatives></ref><ref id="cit21"><label>21</label><citation-alternatives><mixed-citation xml:lang="ru">G. Ducrozet, F. Bonnefoy, D. L. Touze, P. Ferrant. Open-source solver for nonlinear waves in open ocean based on High-Order Spectral method, Comp. Phys. Comm., 203, 245-254, 2016.</mixed-citation><mixed-citation xml:lang="en">G. Ducrozet, F. Bonnefoy, D. L. Touze, P. Ferrant. Open-source solver for nonlinear waves in open ocean based on High-Order Spectral method, Comp. Phys. Comm., 203, 245-254, 2016.</mixed-citation></citation-alternatives></ref></ref-list><fn-group><fn fn-type="conflict"><p>The authors declare that there are no conflicts of interest present.</p></fn></fn-group></back></article>
