<?xml version="1.0" encoding="UTF-8"?>
<!DOCTYPE article PUBLIC "-//NLM//DTD JATS (Z39.96) Journal Publishing DTD v1.3 20210610//EN" "JATS-journalpublishing1-3.dtd">
<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">vmait</journal-id><journal-title-group><journal-title xml:lang="ru">Computational Mathematics and Information Technologies</journal-title><trans-title-group xml:lang="en"><trans-title>Computational Mathematics and Information Technologies</trans-title></trans-title-group></journal-title-group><issn pub-type="epub">2587-8999</issn><publisher><publisher-name>Донской государственный технический университет</publisher-name></publisher></journal-meta><article-meta><article-id pub-id-type="doi">10.23947/2587-8999-2023-7-2-7-18</article-id><article-id custom-type="elpub" pub-id-type="custom">vmait-96</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>Computational Mathematics (Вычислительная математика)</subject></subj-group></article-categories><title-group><article-title>Разрывный метод Галеркина и его реализация в программном комплексе РАМЕГ3D</article-title><trans-title-group xml:lang="en"><trans-title>The Discontinuous Galerkin Method and its Implementation in the RAMEG3D Software Package</trans-title></trans-title-group></title-group><contrib-group><contrib contrib-type="author" corresp="yes"><contrib-id contrib-id-type="orcid">https://orcid.org/0000-0001-7295-7002</contrib-id><name-alternatives><name name-style="eastern" xml:lang="ru"><surname>Тишкин</surname><given-names>В. Ф.</given-names></name><name name-style="western" xml:lang="en"><surname>Tishkin</surname><given-names>V. F.</given-names></name></name-alternatives><bio xml:lang="ru"><p>Тишкин Владимир Федорович, член-корреспондент РАН, профессор, доктор физико-математических наук</p><p>tishkin@imamod.ru</p><p>AuthorID: 110</p><p>125047, г. Москва, Миусская пл., 4</p><p> </p></bio><bio xml:lang="en"><p>Vladimir F. Tishkin, Corresponding Member of the Russian Academy of Sciences, Professor, Doctor of Physical and Mathematical Sciences</p><p>tishkin@imamod.ru</p><p>AuthorID: 110</p><p>4, Miusskaya Sq., Moscow, 125047</p></bio><email xlink:type="simple">v.f.tishkin@mail.ru</email><xref ref-type="aff" rid="aff-1"/></contrib><contrib contrib-type="author" corresp="yes"><contrib-id contrib-id-type="orcid">https://orcid.org/0000-0001-7596-1672</contrib-id><name-alternatives><name name-style="eastern" xml:lang="ru"><surname>Ладонкина</surname><given-names>М. Е.</given-names></name><name name-style="western" xml:lang="en"><surname>Ladonkina</surname><given-names>M. E.</given-names></name></name-alternatives><bio xml:lang="ru"><p>Ладонкина Марина Евгеньевна, старший научный сотрудник, кандидат физико-математических наук</p><p>AuthorID: 134125</p><p>125047, г. Москва, Миусская пл., 4</p></bio><bio xml:lang="en"><p>Marina E. Ladonkina, Senior Researcher, Candidate of Physical and Mathematical Sciences</p><p>AuthorID: 134125</p><p>4, Miusskaya Sq., Moscow, 125047</p></bio><email xlink:type="simple">ladonkina@imamod.ru</email><xref ref-type="aff" rid="aff-1"/></contrib></contrib-group><aff-alternatives id="aff-1"><aff xml:lang="ru"><institution>Институт прикладной математики им. М. В. Келдыша Российской академии наук</institution><country>Россия</country></aff><aff xml:lang="en"><institution>Keldysh Institute of Applied Mathematics of the Russian Academy of Sciences</institution><country>Russian Federation</country></aff></aff-alternatives><pub-date pub-type="collection"><year>2023</year></pub-date><pub-date pub-type="epub"><day>10</day><month>07</month><year>2023</year></pub-date><volume>7</volume><issue>2</issue><fpage>7</fpage><lpage>18</lpage><permissions><copyright-statement>Copyright &amp;#x00A9; Тишкин В.Ф., Ладонкина М.Е., 2023</copyright-statement><copyright-year>2023</copyright-year><copyright-holder xml:lang="ru">Тишкин В.Ф., Ладонкина М.Е.</copyright-holder><copyright-holder xml:lang="en">Tishkin V.F., Ladonkina M.E.</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://www.cmit-journal.ru/jour/article/view/96">https://www.cmit-journal.ru/jour/article/view/96</self-uri><abstract><p>В настоящее время метод Галеркина с разрывными базисными функциями (РМГ) или Discontinuous Galerkin Method (DGM) получил широкое распространение для решения сложных разномасштабных задач математической физики, имеющих важное прикладное значение. При его реализации важным является вопрос о выборе дискретной аппроксимации потоков для вязких членов уравнения Навье-Стокса.</p><p>Для успешного применения РМГ на трехмерных неструктурированных сетках необходимо сосредоточить внимание на построении лимитирующих функций, на выборе наилучших дискретных аппроксимаций диффузионных потоков и на применении неявных и итерационных методов решения полученных дифференциально-разностных уравнений.</p><p>Исследуются численные схемы первого порядка и схемы РМГ второго порядка с численными потоками Годунова, HLLC, Русанова-Лакса-Фридрихса и гибридными потоками. Для методов высокого порядка точности необходимо использовать схемы высокого порядка по времени.</p><p>В работе используется схема Рунге-Кутты третьего порядка. При решении уравнения Навье-Стокса разрывным методом Галеркина уравнения записываются в виде системы уравнений первого порядка.</p></abstract><trans-abstract xml:lang="en"><p>Currently, the Discontinuous Galerkin Method (DGM) is widely used to solve complex multi-scale problems of mathematical physics that have important applied significance. When implementing it, the question of choosing a discrete approximation of flows for viscous terms of the Navier-Stokes equation is important.</p><p>It is necessary to focus on the construction of limiting functions, on the selection of the best discrete approximations of diffusion flows, and on the use of implicit and iterative methods for solving the obtained differential-difference equations for the successful application of DGM on three-dimensional unstructured grids.</p><p>First-order numerical schemes and second-order DGM schemes with Godunov, HLLC, Rusanov-Lax-Friedrichs numerical flows and hybrid flows are investigated. For high-order precision methods, it is necessary to use high-order time schemes.</p><p>The Runge-Kutta scheme of the third order is used in the work. The equations are written as a system of first-order equations, when solving the Navier-Stokes equation by the discontinuous Galerkin method.</p></trans-abstract><kwd-group xml:lang="ru"><kwd>разрывный метод Галеркина</kwd><kwd>уравнения Навье-Стокса</kwd><kwd>гибридные потоки</kwd><kwd>схема Рунге-Кутты</kwd><kwd>шаблон схемы</kwd></kwd-group><kwd-group xml:lang="en"><kwd>Discontinuous Galerkin Method (DGM)</kwd><kwd>Navier-Stokes equations</kwd><kwd>hybrid flows</kwd><kwd>Runge-Kutta scheme</kwd><kwd>scheme template</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">Reed W.H., Hill T.R. Triangular mesh methods for the neutron transport equation. Los Alamos Scientific Laboratory Report LA-UR-73-79. USA; 1973. https://www.osti.gov/servlets/purl/4491151</mixed-citation><mixed-citation xml:lang="en">Reed WH, Hill TR. Triangular mesh methods for the neutron transport equation . Los Alamos Scientific Laboratory Report LA-UR-73-79. USA; 1973. https://www.osti.gov/servlets/purl/4491151</mixed-citation></citation-alternatives></ref><ref id="cit2"><label>2</label><citation-alternatives><mixed-citation xml:lang="ru">Волков А.В. Особенности применения метода Галеркина к решению пространственных уравнений Навье-Стокса на неструктурированных гексаэдральных сетках. Ученые записки ЦАГИ. 2009;XL(6).</mixed-citation><mixed-citation xml:lang="en">Volkov AV. Features of application of the Galerkin method to the solution of spatial Navier-Stokes equations on unstructured hexahedral grids. Scientific Notes of TsAGI. 2009;XL(6). (In Russ.).</mixed-citation></citation-alternatives></ref><ref id="cit3"><label>3</label><citation-alternatives><mixed-citation xml:lang="ru">Nastase R. and Mavriplis D.J. High-order discontinuous Galerkin methods using an hp-multigrid approach. Journal of Computational Physics. 2006; 213:330–357.</mixed-citation><mixed-citation xml:lang="en">Nastase R, Mavriplis DJ. High-order discontinuous Galerkin methods using an hp-multigrid approach. Journal of Computational Physics. 2006;213:330–357.</mixed-citation></citation-alternatives></ref><ref id="cit4"><label>4</label><citation-alternatives><mixed-citation xml:lang="ru">Босняков С.М., Михайлов С.В., Подаруев В.Ю. и др. Нестационарный разрывный метод Галеркина высокого порядка точности для моделирования турбулентных течений. Математическое моделирование. 2018;30(5):37–56.</mixed-citation><mixed-citation xml:lang="en">Bosnyakov SM, Mikhailov SV, Podaruyev VYu, et al. Unsteady discontinuous Galerkin method of high order accuracy for modeling turbulent flows. Mathematical Modeling. 2018;30(5):37–56. (In Russ.).</mixed-citation></citation-alternatives></ref><ref id="cit5"><label>5</label><citation-alternatives><mixed-citation xml:lang="ru">Krasnov M.M. et al. Numerical solution of the Navier-Stokes equations by discontinuous Galerkin method. Journal of Physics: Conference Series: Conf. Ser. 2017;815(1).</mixed-citation><mixed-citation xml:lang="en">Krasnov MM, et al. Numerical solution of the Navier-Stokes equations by discontinuous Galerkin method. Journal of Physics: Conference Series. 2017;815(1).</mixed-citation></citation-alternatives></ref><ref id="cit6"><label>6</label><citation-alternatives><mixed-citation xml:lang="ru">Краснов М.М., Кучугов П.А., Ладонкина М.Е. и др. Разрывный метод Галеркина на трехмерных тетраэдральных сетках. Использование операторного метода программирования. Математическое Моделирование. 2017;29(2):3–22.</mixed-citation><mixed-citation xml:lang="en">Krasnov MM , Kuchugov PA, Ladonkina ME, et al. Discontinuous Galerkin method on three-dimensional tetrahedral grids. Using the operator programming method. Mathematical Modeling. 2017;29(2):3–22. (In Russ.).</mixed-citation></citation-alternatives></ref><ref id="cit7"><label>7</label><citation-alternatives><mixed-citation xml:lang="ru">Краснов М.М., Ладонкина М.Е. Разрывный метод Галёркина на трёхмерных тетраэдральных сетках. Применение шаблонного метапрограммирования языка C++. Программирование. 2017;3:41–53.</mixed-citation><mixed-citation xml:lang="en">Krasnov MM, Ladonkina ME. Discontinuous Galerkin method on three-dimensional tetrahedral grids. Application of template metaprogramming of the C++ language. Programming. 2017;3:41–53. (In Russ.).</mixed-citation></citation-alternatives></ref><ref id="cit8"><label>8</label><citation-alternatives><mixed-citation xml:lang="ru">Ладонкина М.Е., Неклюдова О.А., Тишкин В.Ф. Использование разрывного метода Галёркина при решении задач гидродинамики. Математическое моделирование. 2014;26(1):17–32. Ladonkina M.E., Neklyudova O.A., Tishkin VF. Application of the RKDG method for gas dynamics problems. Mathematical Models and Computer Simulations. 2014;6(4):397–407.</mixed-citation><mixed-citation xml:lang="en">Ladonkina ME, Neklyudova OA, Tishkin VF. Application of the RKDG method for gas dynamics problems. Mathematical Models and Computer Simulations. 2014;26(1):17–32. (In Russ.).</mixed-citation></citation-alternatives></ref><ref id="cit9"><label>9</label><citation-alternatives><mixed-citation xml:lang="ru">Волков А.В. Особенности применения метода Галеркина к решению пространственных уравнений Навье-Стокса на неструктурированных гексаэдральных сетках. Ученые записки ЦАГИ. 2009; XL(6).</mixed-citation><mixed-citation xml:lang="en">Volkov AV. Features of application of the Galerkin method to the solution of spatial Navier-Stokes equations on unstructured hexahedral grids. Scientific Notes of TsAGI. 2009;XL(6). (In Russ.).</mixed-citation></citation-alternatives></ref><ref id="cit10"><label>10</label><citation-alternatives><mixed-citation xml:lang="ru">Yasue K., Furudate M., Ohnishi N., et al. Implicit discontinuous Galerkin method for RANS simulation utilizing pointwise relaxation algorithm. Communications in Computational Physics. 2010;7(3):510–533.</mixed-citation><mixed-citation xml:lang="en">Yasue K, Furudate M, Ohnishi N., et al. Implicit discontinuous Galerkin method for RANS simulation utilizing pointwise relaxation algorithm. Communications in Computational Physics. 2010;7(3):510–533.</mixed-citation></citation-alternatives></ref><ref id="cit11"><label>11</label><citation-alternatives><mixed-citation xml:lang="ru">Klockner A., Warburton T., Hesthaven J.S. Nodal discontinuous Galerkin methods on graphics processors. Journal of Computational Physics. 2009;228(21):7863–7882.</mixed-citation><mixed-citation xml:lang="en">Klockner A, Warburton T, Hesthaven JS. Nodal discontinuous Galerkin methods on graphics processors. Journal of Computational Physics. 2009;228(21):7863–7882.</mixed-citation></citation-alternatives></ref><ref id="cit12"><label>12</label><citation-alternatives><mixed-citation xml:lang="ru">Lou J., Xia Y., Luo L., et al. OpenACC-based GPU Acceleration of a p-multigrid Discontinuous Galerkin Method for Compressible Flows on 3D Unstructured Grids. 53rd AIAA Aerospace Sciences Meeting, AIAA SciTech Forum, (AIAA 2015-0822).</mixed-citation><mixed-citation xml:lang="en">Lou J, Xia Y, Luo L, et al. OpenACC-based GPU Acceleration of a p-multigrid Discontinuous Galerkin Method for Compressible Flows on 3D Unstructured Grids. 53rd AIAA Aerospace Sciences Meeting, AIAA SciTech Forum, (AIAA 2015-0822).</mixed-citation></citation-alternatives></ref><ref id="cit13"><label>13</label><citation-alternatives><mixed-citation xml:lang="ru">Chan J., et al. GPU-accelerated discontinuous Galerkin methods on hybrid meshes. Journal of Computational Physics. 2015:318.</mixed-citation><mixed-citation xml:lang="en">Chan J, et al. GPU-accelerated discontinuous Galerkin methods on hybrid meshes. Journal of Computational Physics. 2015:318.</mixed-citation></citation-alternatives></ref><ref id="cit14"><label>14</label><citation-alternatives><mixed-citation xml:lang="ru">Краснов М.М. Операторная библиотека для решения трехмерных сеточных задач математической физики с использованием графических плат с архитектурой CUDA. Математическое моделирование. 2015;27(3):109–120.</mixed-citation><mixed-citation xml:lang="en">Krasnov MM. Operator library for solving three-dimensional grid problems of mathematical physics using graphics cards with CUDA architecture. Mathematical Modeling. 2015;27(3):109–120. (In Russ.).</mixed-citation></citation-alternatives></ref><ref id="cit15"><label>15</label><citation-alternatives><mixed-citation xml:lang="ru">Краснов М.М. Параллельный алгоритм вычисления точек гиперплоскости фронта вычислений. Журнал вычислительной математики и математической физики. 2015;55(1):145–152.</mixed-citation><mixed-citation xml:lang="en">Krasnov MM. Parallel algorithm for calculating hyperplane points of the computing front. Journal of Computational Mathematics and Mathematical Physics. 2015;55(1):145–152. (In Russ.).</mixed-citation></citation-alternatives></ref><ref id="cit16"><label>16</label><citation-alternatives><mixed-citation xml:lang="ru">Cockburn. An Introduction to the Discontinuous Galerkin Method for Convection-Dominated Problems, Advanced Numerical Approximation of Nonlinear Hyperbolic Equations. Lecture Notes in Mathematics. 1998;1697:151–268.</mixed-citation><mixed-citation xml:lang="en">Cockburn. An Introduction to the Discontinuous Galerkin Method for Convection - Dominated Problems, Advanced Numerical Approximation of Nonlinear Hyperbolic Equations. Lecture Notes in Mathematics. 1998;1697:151–268.</mixed-citation></citation-alternatives></ref><ref id="cit17"><label>17</label><citation-alternatives><mixed-citation xml:lang="ru">Krivodonova L. Limiters for high-order discontinuous Galerkin methods. Journal of Computational Physics. 2007; 226(1):276–296.</mixed-citation><mixed-citation xml:lang="en">Krivodonova L. Limiters for high-order discontinuous Galerkin methods. Journal of Computational Physics. 2007; 226(1):276–296.</mixed-citation></citation-alternatives></ref><ref id="cit18"><label>18</label><citation-alternatives><mixed-citation xml:lang="ru">Shu C.-W. High order WENO and DG methods for time-dependent convection-dominated PDEs: A brief survey of several recent developments. Journal of Computational Physics. 2016;316:598–613.</mixed-citation><mixed-citation xml:lang="en">Shu C-W. High order WENO and DG methods for time-dependent convection-dominated PDEs: A brief survey of several recent developments. Journal of Computational Physics. 2016;316:598–613.</mixed-citation></citation-alternatives></ref><ref id="cit19"><label>19</label><citation-alternatives><mixed-citation xml:lang="ru">Luo H., Baum J.D., Lohner R.A. Hermite WENO-based limiter for discontinuous Galerkin method on unstructured grids. Journal of Computational Physics. 2007;225(1):686–713.</mixed-citation><mixed-citation xml:lang="en">Luo H, Baum JD, Lohner RA. Hermite WENO-based limiter for discontinuous Galerkin method on unstructured grids. Journal of Computational Physics. 2007;225(1):686–713.</mixed-citation></citation-alternatives></ref><ref id="cit20"><label>20</label><citation-alternatives><mixed-citation xml:lang="ru">Zhu J., Zhong X., Shu C.-W., et al. Runge-Kutta discontinuous Galerkin method using a new type of WENO limiters on unstructured meshes. Journal of Computational Physics. 2013;248:200–220.</mixed-citation><mixed-citation xml:lang="en">Zhu J, Zhong X, Shu C-W, et al. Runge-Kutta discontinuous Galerkin method using a new type of WENO limiters on unstructured meshes. Journal of Computational Physics. 2013;248:200–220.</mixed-citation></citation-alternatives></ref><ref id="cit21"><label>21</label><citation-alternatives><mixed-citation xml:lang="ru">Dumbser M. Arbitrary high order PNPM schemes on unstructured meshes for the compressible Navier–Stokes equations. Computers &amp;Fluids. 2010;39(1):60–76.</mixed-citation><mixed-citation xml:lang="en">Dumbser M. Arbitrary high order PNPM schemes on unstructured meshes for the compressible Navier–Stokes equations. Computers &amp;Fluids. 2010;39(1):60–76.</mixed-citation></citation-alternatives></ref><ref id="cit22"><label>22</label><citation-alternatives><mixed-citation xml:lang="ru">Peraire J., Persson P.-O. Adaptive High-Order Methods in Computational Fluid Dynamics. V.2 of Advances in CFD, chap.5 — High-Order Discontinuous Galerkin Methods for CFD. World Scientic Publishing Co; 2011.</mixed-citation><mixed-citation xml:lang="en">Peraire J, Persson P-O. Adaptive High-Order Methods in Computational Fluid Dynamics. V.2 of Advances in CFD, chap.5 - High-Order Discontinuous Galerkin Methods for CFD. World Scientific Publishing Co; 2011.</mixed-citation></citation-alternatives></ref><ref id="cit23"><label>23</label><citation-alternatives><mixed-citation xml:lang="ru">Волков А.В., Ляпунов C.В. Монотонизация метода конечного элемента в задачах газовой динамики. Ученые записки ЦАГИ. 2009;XL(4):15–27.</mixed-citation><mixed-citation xml:lang="en">Volkov AV, Lyapunov CV. Monotonization of the finite element method in problems of gas dynamics. Scientific Notes of TsAGI. 2009;XL(4):15–27. (In Russ.).</mixed-citation></citation-alternatives></ref><ref id="cit24"><label>24</label><citation-alternatives><mixed-citation xml:lang="ru">Ладонкина М.Е., Неклюдова О.А., Тишкин В.Ф. Построение лимитера для разрывного метода Галеркина на основе усреднения решения. Математическое моделирование. 2018;30(5):99–116.</mixed-citation><mixed-citation xml:lang="en">Ladonkina ME, Neklyudova OA, Tishkin VF. Construction of a limiter for the discontinuous Galerkin method based on averaging the solution. Mathematical Modeling. 2018;30(5):99–116. (In Russ.).</mixed-citation></citation-alternatives></ref><ref id="cit25"><label>25</label><citation-alternatives><mixed-citation xml:lang="ru">Haga T., Sawada K. An improved slope limiter for high-order spectral volume methods solving the 3D compressible Euler equations; 2009.</mixed-citation><mixed-citation xml:lang="en">Haga T, Sawada K. An improved slope limiter for high-order spectral volume methods solving the 3D compressible Euler equations; 2009.</mixed-citation></citation-alternatives></ref><ref id="cit26"><label>26</label><citation-alternatives><mixed-citation xml:lang="ru">Bassi F., Rebay S. Numerical evaluation of two discontinuous Galerkin methods for the compressible Navier-Stokes equations. International Journal for Numerical Methods in Fluids. 2002;40:197–207.</mixed-citation><mixed-citation xml:lang="en">Bassi F, Rebay S. Numerical evaluation of two discontinuous Galerkin methods for the compressible Navier- Stokes equations. International Journal for Numerical Methods in Fluids. 2002;40:197–207.</mixed-citation></citation-alternatives></ref><ref id="cit27"><label>27</label><citation-alternatives><mixed-citation xml:lang="ru">Cockburn, Shu C.-W. The local discontinuous Galerkin method for time dependent convection diffusion system. SIAM Journal on Numerical Analysis. 1998;35(6):2440–2463.</mixed-citation><mixed-citation xml:lang="en">Cockburn, Shu C-W. The local discontinuous Galerkin method for time dependent convection diffusion system. SIAM Journal on Numerical Analysis. 1998;35(6):2440–2463.</mixed-citation></citation-alternatives></ref><ref id="cit28"><label>28</label><citation-alternatives><mixed-citation xml:lang="ru">Власенко В.В., Волков А.В., Трошин А.И. Выбор метода аппроксимации вязких членов в методе Галеркина с разрывными базисными функциями. Ученые записки ЦАГИ. 2013;XLIV(3).</mixed-citation><mixed-citation xml:lang="en">Vlasenko VV, Volkov AV, Troshin AI. The choice of the method of approximation of viscous terms in the Galerkin method with discontinuous basis functions. Scientific Notes of TsAGI. 2013;XLIV(3).</mixed-citation></citation-alternatives></ref><ref id="cit29"><label>29</label><citation-alternatives><mixed-citation xml:lang="ru">Gottlieb S., Shu C.-W., Tadmor E. Strong stability-preserving high-order time discretization methods. SIAM Review. 2001;43(1):89–112.</mixed-citation><mixed-citation xml:lang="en">Gottlieb S, Shu C-W, Tadmor E. Strong stability-preserving high-order time discretization methods. SIAM Review. 2001;43(1):89–112.</mixed-citation></citation-alternatives></ref><ref id="cit30"><label>30</label><citation-alternatives><mixed-citation xml:lang="ru">Spiteri Raymond J., Ruuth Steven J. A New Class of Optimal High-Order Strong Stability-Preserving Time Discretization Methods. SIAM Journal on Numerical Analysis. 2002;40(2):469–491.</mixed-citation><mixed-citation xml:lang="en">Spiteri Raymond J, Ruuth Steven J. A New Class of Optimal High-Order Strong Stability-Preserving Time Discretization Methods. SIAM Journal on Numerical Analysis. 2002;40(2):469–491.</mixed-citation></citation-alternatives></ref><ref id="cit31"><label>31</label><citation-alternatives><mixed-citation xml:lang="ru">Rasetarinera P., Hussaini M.Y. An efficient implicit discontinuous spectral Galerkin method. Journal of Computational Physics. 2001;172:718–738.</mixed-citation><mixed-citation xml:lang="en">Rasetarinera P, Hussaini MY. An efficient implicit discontinuous spectral Galerkin method. Journal of Computational Physics. 2001;172:718–738.</mixed-citation></citation-alternatives></ref><ref id="cit32"><label>32</label><citation-alternatives><mixed-citation xml:lang="ru">Hartmann R. Adaptive discontinuous Galerkin methods with shock-capturing for the compressible Navier-Stokes equations. International Journal for Numerical Methods in Fluids. 2006;51:1131–1156.</mixed-citation><mixed-citation xml:lang="en">Hartmann R. Adaptive discontinuous Galerkin methods with shock-capturing for the compressible Navier-Stokes equations. International Journal for Numerical Methods in Fluids. 2006;51:1131–1156.</mixed-citation></citation-alternatives></ref><ref id="cit33"><label>33</label><citation-alternatives><mixed-citation xml:lang="ru">Hartmann R., Houston P. Symmetric interior penalty DG methods for the compressible Navier-Stokes equations I: Method formulation. International Journal of Numerical Analysis and Modeling. 2006;3:1–20.</mixed-citation><mixed-citation xml:lang="en">Hartmann R, Houston P. Symmetric interior penalty DG methods for the compressible Na-vier-Stokes equations I: Method formulation. International Journal of Numerical Analysis and Modeling. 2006;3:1–20.</mixed-citation></citation-alternatives></ref><ref id="cit34"><label>34</label><citation-alternatives><mixed-citation xml:lang="ru">Dolejší V. Semi-implicit interior penalty discontinuous Galerkin methods for viscous compressible flows. Computer Physics Communications. 2008;4:231–274.</mixed-citation><mixed-citation xml:lang="en">Dolejší V. Semi-implicit interior penalty discontinuous Galerkin methods for viscous compressible flows. Computer Physics Communications. 2008;4:231–274.</mixed-citation></citation-alternatives></ref><ref id="cit35"><label>35</label><citation-alternatives><mixed-citation xml:lang="ru">Yasue K., Furudate M., Ohnishi N. et al. Implicit discontinuous Galerkin method for RANS simulation utilizing pointwise relaxation algorithm. Computer Physics Communications. 2010;7(3):510–533.</mixed-citation><mixed-citation xml:lang="en">Yasue K, Furudate M, Ohnishi N, et al. Implicit discontinuous Galerkin method for RANS simulation utilizing pointwise relaxation algorithm. Computer Physics Communications. 2010;7(3):510–533.</mixed-citation></citation-alternatives></ref><ref id="cit36"><label>36</label><citation-alternatives><mixed-citation xml:lang="ru">Jameson A., Yoon S. Lower-upper implicit schemes with multiple grids for the Euler equations. AIAA Journal. 1987;25:929–935.</mixed-citation><mixed-citation xml:lang="en">Jameson A, Yoon S. Lower-upper implicit schemes with multiple grids for the Euler equations. AIAA Journal. 1987;25:929–935.</mixed-citation></citation-alternatives></ref><ref id="cit37"><label>37</label><citation-alternatives><mixed-citation xml:lang="ru">Proc. ECCOMAS Thematic Conference: European Conf. on High Order Nonlinear Numerical Methods for Evolutionary PDEs: Theory and Applications HONOM. 2017;27.03–31.03.</mixed-citation><mixed-citation xml:lang="en">Proc. ECCOMAS Thematic Conference: European Conf. on High Order Nonlinear Numerical Methods for Evolutionary PDEs: Theory and Applications HONOM. 2017;27.03–31.03.</mixed-citation></citation-alternatives></ref><ref id="cit38"><label>38</label><citation-alternatives><mixed-citation xml:lang="ru">Peery K.M., Imlay S.T. Blunt body flow simulations. AIAA Paper. 1988;88–2924.</mixed-citation><mixed-citation xml:lang="en">Peery KM, Imlay ST. Blunt body flow simulations. AIAA Paper. 1988;88–2924.</mixed-citation></citation-alternatives></ref><ref id="cit39"><label>39</label><citation-alternatives><mixed-citation xml:lang="ru">Родионов А.В. Искусственная вязкость для подавления ударно-волновой неустойчивости в схемах типа Годунова повышенной точности. ФГУП «Российский федеральный ядерный центр ВНИИЭФ». 2018;116:51с.</mixed-citation><mixed-citation xml:lang="en">Rodionov AV. Artificial viscosity for suppression of shock-wave instability in Godunov-type schemes of increased accuracy. Russian Federal Nuclear Center VNIIEF. 2018;116:51 p. (In Russ.).</mixed-citation></citation-alternatives></ref><ref id="cit40"><label>40</label><citation-alternatives><mixed-citation xml:lang="ru">Quirk J.J. A contribution to the great Riemann solver debate. ICASE Report. 1992;92–64. International Journal for Numerical Methods in Fluids. 1994;18:555–574.</mixed-citation><mixed-citation xml:lang="en">Quirk JJ. A contribution to the great Riemann solver debate. ICASE Report 1992;92–64. International Journal for Numerical Methods in Fluids. 1994;18:555–574.</mixed-citation></citation-alternatives></ref><ref id="cit41"><label>41</label><citation-alternatives><mixed-citation xml:lang="ru">Родионов А.В. Разработка методов и программ для численного моделирования неравновесных сверхзвуковых течений в приложении к аэрокосмическим и астрофизическим задачам. Диссертация на соискание ученой степени доктора физико-математических наук. Саров; 2019.</mixed-citation><mixed-citation xml:lang="en">Rodionov AV. Development of methods and programs for numerical simulation of nonequilibrium supersonic flows in application to aerospace and astrophysical problems. Dissertation for the degree of Doctor of Physical and Mathematical Sciences Sarov; 2019. (In Russ.).</mixed-citation></citation-alternatives></ref><ref id="cit42"><label>42</label><citation-alternatives><mixed-citation xml:lang="ru">Pandolfi M., D’Ambrosio D. NumericalI instabilities in Upwind Methods: Analysis and Cures for the “Carbuncle” Phenomenon. Journal of Computational Physics. 2001;166:271–301.</mixed-citation><mixed-citation xml:lang="en">Pandolfi M, D’Ambrosio D. NumericalI instabilities in Upwind Methods: Analysis and Cures for the “Carbuncle” Phenomenon. Journal of Computational Physics. 2001;166:271–301.</mixed-citation></citation-alternatives></ref><ref id="cit43"><label>43</label><citation-alternatives><mixed-citation xml:lang="ru">Dumbser M., Moschetta J.-M., Gressier J. A matrix stability analysis of the carbuncle phenomenon. Journal of Computational Physics. 2004;197:647–670.</mixed-citation><mixed-citation xml:lang="en">Dumbser M, Moschetta J-M, Gressier J. A matrix stability analysis of the carbuncle phenomenon. Journal of Computational Physics. 2004;197:647–670.</mixed-citation></citation-alternatives></ref><ref id="cit44"><label>44</label><citation-alternatives><mixed-citation xml:lang="ru">Roe P., Nishikawa H., Ismail F., et al. On carbuncles and other excrescences. AIAA Paper. 2005;2005–4872.</mixed-citation><mixed-citation xml:lang="en">Roe P, Nishikawa H, Ismail F, et al. On carbuncles and other excrescences. AIAA Paper. 2005;2005–4872.</mixed-citation></citation-alternatives></ref><ref id="cit45"><label>45</label><citation-alternatives><mixed-citation xml:lang="ru">Menart J.A., Henderson S.J. Study of the issues of computational aerothermodynamics using a Riemann solver. AFRL Report. 2008; 2008–3133.</mixed-citation><mixed-citation xml:lang="en">Menart JA, Henderson SJ. Study of the issues of computational aerothermodynamics using a Riemann solver. AFRL Report. 2008; 2008–3133.</mixed-citation></citation-alternatives></ref><ref id="cit46"><label>46</label><citation-alternatives><mixed-citation xml:lang="ru">Kitamura K., Shima E. Towards shock-stable and accurate hypersonic heating computations: A new pressure flux for AUSM-family schemes. Journal of Computational Physics. 2013;245:62–83.</mixed-citation><mixed-citation xml:lang="en">Kitamura K, Shima E. Towards shock-stable and accurate hypersonic heating computations: A new pressure flux for AUSM-family schemes. Journal of Computational Physics. 2013;245:62–83.</mixed-citation></citation-alternatives></ref><ref id="cit47"><label>47</label><citation-alternatives><mixed-citation xml:lang="ru">Xie W., Li W., Li H., et al. On numerical instabilities of Godunov-type schemes for strong shocks. Journal of Computational Physics. 2017;350:607–637.</mixed-citation><mixed-citation xml:lang="en">Xie W, Li W, Li H, et al. On numerical instabilities of Godunov-type schemes for strong shocks. Journal of Computational Physics. 2017;350:607–637.</mixed-citation></citation-alternatives></ref><ref id="cit48"><label>48</label><citation-alternatives><mixed-citation xml:lang="ru">Gressier J., Moschetta J.-M. Robustness versus accuracy in shock-wave computations. International Journal for Numerical Methods in Fluids. 2000;33:313–332.</mixed-citation><mixed-citation xml:lang="en">Gressier J, Moschetta J-M. Robustness versus accuracy in shock-wave computations. International Journal for Numerical Methods in Fluids. 2000;33:313–332.</mixed-citation></citation-alternatives></ref><ref id="cit49"><label>49</label><citation-alternatives><mixed-citation xml:lang="ru">Nishikawa H., Kitamura K. Very simple, carbuncle-free, boundary-layer-resolving, rotated-hybrid Riemann solvers. Journal of Computational Physics. 2008;227:2560–2581.</mixed-citation><mixed-citation xml:lang="en">Nishikawa H, Kitamura K. Very simple, carbuncle-free, boundary-layer-resolving, rotated-hybrid Riemann solvers. Journal of Computational Physics. 2008;227:2560–2581.</mixed-citation></citation-alternatives></ref><ref id="cit50"><label>50</label><citation-alternatives><mixed-citation xml:lang="ru">Guo S., Tao W.-Q. Numerical Heat Transfer, Part B: Fundamentals. 2018; 73:33–47.</mixed-citation><mixed-citation xml:lang="en">Guo S, Tao W-Q. Numerical Heat Transfer, Part B: Fundamentals. 2018; 73:33–47.</mixed-citation></citation-alternatives></ref><ref id="cit51"><label>51</label><citation-alternatives><mixed-citation xml:lang="ru">Hu L.J., Yuan L. A robust hybrid hllc-force scheme for curing numerical shock instability. Applied Mechanics and Materials. 2014;577:749–753.</mixed-citation><mixed-citation xml:lang="en">Hu LJ, Yuan L. A robust hybrid hllc-force scheme for curing numerical shock instability. Applied Mechanics and Materials. 2014;577:749–753.</mixed-citation></citation-alternatives></ref><ref id="cit52"><label>52</label><citation-alternatives><mixed-citation xml:lang="ru">Ferrero A., D’Ambrosio D. An Hybrid Numerical Flux for Supersonic Flows with Application to Rocket Nozzles. 17TH International Conference of Numerical Analysis and Applied Mathematics. Rhodes, Greece; 2019, 23–28 September.</mixed-citation><mixed-citation xml:lang="en">Ferrero A, D’Ambrosio D. An Hybrid Numerical Flux for Supersonic Flows with Application to Rocket Nozzles. 17TH International Conference of Numerical Analysis and Applied Mathematics. Rhodes, Greece; 2019, 23–28 September.</mixed-citation></citation-alternatives></ref><ref id="cit53"><label>53</label><citation-alternatives><mixed-citation xml:lang="ru">Краснов М.М., Ладонкина М.Е., Неклюдова О.А. и др. О влиянии выбора численного потока на решение задач с ударными волнами разрывным методом Галеркина. Препринты ИПМ им. М.В. Келдыша. 2022;91:21 с. https://doi.org/10.20948/prepr-2022-91</mixed-citation><mixed-citation xml:lang="en">Krasnov MM, Ladonkina ME, Neklyudova OA, et al. On the influence of the choice of numerical flow on the solution of problems with shock waves by the discontinuous Galerkin method. Preprints of IPM named after M.V.Keldysh. 2022;91:21 p. (In Russ.). https://doi.org/10.20948/prepr-2022-91</mixed-citation></citation-alternatives></ref><ref id="cit54"><label>54</label><citation-alternatives><mixed-citation xml:lang="ru">Краснов М.М., Ладонкина М.Е., Тишкин В.Ф. Программный комплекс РАМЕГ3D для численного моделирования задач аэротермодинамики на высокопроизводительных вычислительных системах. Свидетельство о государственной регистрации программы для ЭВМ № RU2021615026. 02.04.2021.</mixed-citation><mixed-citation xml:lang="en">Krasnov MM, Ladonkina ME, Tishkin VF. RAMEG3D software package for numerical simulation of aerothermodynamics problems on high-performance computing systems. Certificate of state registration of the computer program. No. RU2021615026, 02.04.2021. (In Russ.).</mixed-citation></citation-alternatives></ref><ref id="cit55"><label>55</label><citation-alternatives><mixed-citation xml:lang="ru">Родионов А.В. Разработка методов и программ для численного моделирования неравновесных сверхзвуковых течений в приложении к аэрокосмическим и астрофизическим задачам. Диссертация на соискание ученой степени доктора физико-математических наук. Саров; 2019.</mixed-citation><mixed-citation xml:lang="en">Rodionov AV. Development of methods and programs for numerical simulation of nonequilibrium supersonic flows in application to aerospace and astrophysical problems. Dissertation for the degree of Doctor of Physical and Mathematical Sciences Sarov; 2019. (In Russ.).</mixed-citation></citation-alternatives></ref><ref id="cit56"><label>56</label><citation-alternatives><mixed-citation xml:lang="ru">Годунов С.К. Разностный метод численного расчета разрывных решений уравнений гидродинамики. Математический сборник. 1959;47(89):3:271–306.</mixed-citation><mixed-citation xml:lang="en">Godunov K.The difference method of the calculation of the explosive solutions of the equalization of hydrodynamics. Mathematical Collection. 1959;47(89):3:271–306. (In Russ.).</mixed-citation></citation-alternatives></ref><ref id="cit57"><label>57</label><citation-alternatives><mixed-citation xml:lang="ru">Toro E.F. Riemann solvers and numerical methods for fluid dynamics. Springer, Third Edition. 2010.</mixed-citation><mixed-citation xml:lang="en">Toro EF. Riemann solvers and numerical methods for fluid dynamics. Springer, Third Edition. 2010.</mixed-citation></citation-alternatives></ref><ref id="cit58"><label>58</label><citation-alternatives><mixed-citation xml:lang="ru">Русанов В.В. Расчет взаимодействия нестационарных ударных волн с препятствиями. Журнал вычислительной математики и математической физики. 1961;I(2):267–279.</mixed-citation><mixed-citation xml:lang="en">Rusanov VV. Calculation of interactions with stationary shock waves. Journal of Computational Mathematics and Mathematical Physics. 1961;I(2):267–279. (In Russ.).</mixed-citation></citation-alternatives></ref><ref id="cit59"><label>59</label><citation-alternatives><mixed-citation xml:lang="ru">Lax P.D. Weak solutions of nonlinear hyperbolic equations and their numerical computation. Communications on Pure and Applied Mathematics. 1954;7(1):159–193.</mixed-citation><mixed-citation xml:lang="en">Lax PD. Weak solutions of nonlinear hyperbolic equations and their numerical computation. Communications on Pure and Applied Mathematics. 1954;7(1): 159–193.</mixed-citation></citation-alternatives></ref><ref id="cit60"><label>60</label><citation-alternatives><mixed-citation xml:lang="ru">Краснов М.М., Кучугов П.А., Ладонкина М.Е. и др. Разрывный метод Галёркина на трёхмерных тетраэдральных сетках. Использование операторного метода программирования. Математическое моделирование. 2017;29(2):3–22,529–543.</mixed-citation><mixed-citation xml:lang="en">Krasnov MM, Kuchugov PA, Ladonkina ME, et al. Discontinuous Galerkin method on three-dimensional tetrahedral grids. Using the operator programming method. Mathematical Modeling. 2017;29(2):3–22,529–543. (In Russ.).</mixed-citation></citation-alternatives></ref><ref id="cit61"><label>61</label><citation-alternatives><mixed-citation xml:lang="ru">Мысовских И.П. Интерполяционные кубатурные формулы. Москва: Наука; 1981.</mixed-citation><mixed-citation xml:lang="en">Mysovskikh IP. Interpolation cubature formulas. Moscow: Nauka; 1981. (In Russ.).</mixed-citation></citation-alternatives></ref><ref id="cit62"><label>62</label><citation-alternatives><mixed-citation xml:lang="ru">Woodward P., Colella Ph. The numerical simulation of two-dimensional fluid flow with strong shocks. Journal of Computational Physics. 1984;54(1):115–173.</mixed-citation><mixed-citation xml:lang="en">Woodward P, Colella Ph. The numerical simulation of two-dimensional fluid flow with strong shocks. Journal of Computational Physics. 1984;54(1):115–173.</mixed-citation></citation-alternatives></ref><ref id="cit63"><label>63</label><citation-alternatives><mixed-citation xml:lang="ru">Arnold D.N., Brezzi F., Cockburn B. et al. Uniﬁed analysis of discontinuous Galerkin methods for elliptic problems. SIAM Journal on Numerical Analysis. 2002;29:1749–1779.</mixed-citation><mixed-citation xml:lang="en">Arnold DN, Brezzi F, Cockburn B, et al. Uniﬁed analysis of discontinuous Galerkin methods for elliptic problems. SIAM Journal on Numerical Analysis. 2002;29:1749–1779.</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>
