<?xml version="1.0" encoding="UTF-8"?>
<!DOCTYPE root>
<article 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" xmlns:ali="http://www.niso.org/schemas/ali/1.0/" article-type="research-article" dtd-version="1.2" xml:lang="en"><front><journal-meta><journal-id journal-id-type="publisher-id">Discrete and Continuous Models and Applied Computational Science</journal-id><journal-title-group><journal-title xml:lang="en">Discrete and Continuous Models and Applied Computational Science</journal-title><trans-title-group xml:lang="ru"><trans-title>Discrete and Continuous Models and Applied Computational Science</trans-title></trans-title-group></journal-title-group><issn publication-format="print">2658-4670</issn><issn publication-format="electronic">2658-7149</issn><publisher><publisher-name xml:lang="en">Peoples' Friendship University of Russia named after Patrice Lumumba (RUDN University)</publisher-name></publisher></journal-meta><article-meta><article-id pub-id-type="publisher-id">22703</article-id><article-id pub-id-type="doi">10.22363/2658-4670-2019-27-3-242-262</article-id><article-categories><subj-group subj-group-type="toc-heading" xml:lang="en"><subject>Computational modeling and simulation</subject></subj-group><subj-group subj-group-type="toc-heading" xml:lang="ru"><subject>Численное и имитационное моделирование</subject></subj-group><subj-group subj-group-type="article-type"><subject>Research Article</subject></subj-group></article-categories><title-group><article-title xml:lang="en">On the properties of numerical solutions of dynamical systems obtained using the midpoint method</article-title><trans-title-group xml:lang="ru"><trans-title>О свойствах численных решений динамических систем, полученных по схеме средней точки</trans-title></trans-title-group></title-group><contrib-group><contrib contrib-type="author"><name-alternatives><name xml:lang="en"><surname>Gerdt</surname><given-names>Vladimir P.</given-names></name><name xml:lang="ru"><surname>Гердт</surname><given-names>В. П.</given-names></name></name-alternatives><bio xml:lang="en"><p>Doctor of Physical and Mathematical Sciences, Full Professor at the Joint Institute for Nuclear Research (JINR) where he is the head of the Group of Algebraic and Quantum Computations</p></bio><email>gerdt@jinr.ru</email><xref ref-type="aff" rid="aff1"/></contrib><contrib contrib-type="author"><name-alternatives><name xml:lang="en"><surname>Malykh</surname><given-names>Mikhail D.</given-names></name><name xml:lang="ru"><surname>Малых</surname><given-names>М. Д.</given-names></name></name-alternatives><bio xml:lang="en"><p>Candidate of Physical and Mathematical Sciences, assistant professor of Department of Applied Probability and Informatics of Peoples’ Friendship University of Russia</p></bio><email>malykh-md@rudn.ru</email><xref ref-type="aff" rid="aff2"/></contrib><contrib contrib-type="author"><name-alternatives><name xml:lang="en"><surname>Sevastianov</surname><given-names>Leonid A.</given-names></name><name xml:lang="ru"><surname>Севастьянов</surname><given-names>Л. А.</given-names></name></name-alternatives><bio xml:lang="en"><p>professor, Doctor of Physical and Mathematical Sciences, professor of Department of Applied Probability and Informatics of Peoples’ Friendship University of Russia (RUDN University)</p></bio><email>sevastianov-la@rudn.ru</email><xref ref-type="aff" rid="aff1"/><xref ref-type="aff" rid="aff2"/></contrib><contrib contrib-type="author"><name-alternatives><name xml:lang="en"><surname>Ying</surname><given-names>Yu</given-names></name><name xml:lang="ru"><surname>Ин</surname><given-names>Юй</given-names></name></name-alternatives><bio xml:lang="en"><p>postgraduate student of Department of Applied Probability and Informatics of Peoples’ Friendship University of Russia (RUDN University); assistant professor of Department of Algebra and Geometry, Kaili University</p></bio><email>yingy6165@gmail.com</email><xref ref-type="aff" rid="aff2"/><xref ref-type="aff" rid="aff3"/></contrib></contrib-group><aff-alternatives id="aff1"><aff><institution xml:lang="en">Joint Institute for Nuclear Research</institution></aff><aff><institution xml:lang="ru">Объединенный институт ядерных исследований</institution></aff></aff-alternatives><aff-alternatives id="aff2"><aff><institution xml:lang="en">Peoples’ Friendship University of Russia (RUDN University)</institution></aff><aff><institution xml:lang="ru">Российский университет дружбы народов</institution></aff></aff-alternatives><aff-alternatives id="aff3"><aff><institution xml:lang="en">Kaili University</institution></aff><aff><institution xml:lang="ru">Университет Каили</institution></aff></aff-alternatives><pub-date date-type="pub" iso-8601-date="2019-12-15" publication-format="electronic"><day>15</day><month>12</month><year>2019</year></pub-date><volume>27</volume><issue>3</issue><issue-title xml:lang="en">VOL 27, NO3 (2019)</issue-title><issue-title xml:lang="ru">ТОМ 27, №3 (2019)</issue-title><fpage>242</fpage><lpage>262</lpage><history><date date-type="received" iso-8601-date="2020-01-22"><day>22</day><month>01</month><year>2020</year></date></history><permissions><copyright-statement xml:lang="en">Copyright ©; 2019, Gerdt V.P., Malykh M.D., Sevastianov L.A., Ying Y.</copyright-statement><copyright-statement xml:lang="ru">Copyright ©; 2019, Гердт В.П., Малых М.Д., Севастьянов Л.А., Ин Ю.</copyright-statement><copyright-year>2019</copyright-year><copyright-holder xml:lang="en">Gerdt V.P., Malykh M.D., Sevastianov L.A., Ying Y.</copyright-holder><copyright-holder xml:lang="ru">Гердт В.П., Малых М.Д., Севастьянов Л.А., Ин Ю.</copyright-holder><ali:free_to_read xmlns:ali="http://www.niso.org/schemas/ali/1.0/"/><license><ali:license_ref xmlns:ali="http://www.niso.org/schemas/ali/1.0/">http://creativecommons.org/licenses/by/4.0</ali:license_ref></license></permissions><self-uri xlink:href="https://journals.rudn.ru/miph/article/view/22703">https://journals.rudn.ru/miph/article/view/22703</self-uri><abstract xml:lang="en"><p>The article considers the midpoint scheme as a finite-difference scheme for a dynamical system of the form ̇ = (). This scheme is remarkable because according to Cooper’s theorem, it preserves all quadratic integrals of motion, moreover, it is the simplest scheme among symplectic Runge-Kutta schemes possessing this property. The properties of approximate solutions were studied in the framework of numerical experiments with linear and nonlinear oscillators, as well as with a system of several coupled oscillators. It is shown that in addition to the conservation of all integrals of motion, approximate solutions inherit the periodicity of motion. At the same time, attention is paid to the discussion of introducing the concept of periodicity of an approximate solution found by the difference scheme. In the case of a nonlinear oscillator, each step requires solving a system of nonlinear algebraic equations. The issues of organizing computations using such schemes are discussed. Comparison with other schemes, including those symmetric with respect to permutation of and .̂</p></abstract><trans-abstract xml:lang="ru"><p>В статье рассматривается схема средней точки как разностная схема для динамической системы вида ̇ = (). Эта схема замечательна тем, что в силу теоремы Купера сохраняет все квадратичные интегралы движения, более того, это - простейшая схема из числа симплектических схем Рунге-Кутты, обладающих названным свойством. Свойства приближённых решений изучены в рамках численных экспериментов с линейным и нелинейным осцилляторами, а также с системой нескольких связанных осцилляторов. Показано, что помимо сохранения всех интегралов движения, приближённые решения наследуют периодичность движения. При этом уделено внимание обсуждению введения понятие периодичности приближённого решения, найденного по разностной схеме. В случае нелинейного осциллятора выполнение каждого шага требует решения системы нелинейных алгебраических уравнений. Обсуждены вопросы организации вычислений по таким схемам. Дано сравнение с другими схемами, в том числе симметрическими относительно перестановки и .̂</p></trans-abstract><kwd-group xml:lang="en"><kwd>conservative finite-difference schemes</kwd><kwd>dynamical systems</kwd><kwd>Sage</kwd><kwd>Maple</kwd><kwd>Sage</kwd><kwd>Maple</kwd></kwd-group><kwd-group xml:lang="ru"><kwd>консервативные конечно-разностные схемы</kwd><kwd>динамические системы</kwd></kwd-group><funding-group><funding-statement xml:lang="en">The studies of difference schemes that inherit the properties of a continuous model carried out by V. P. Gerdt and L. A. Sevastianov were supported by the RUDN 5-100 program. Calculations using the midpoint scheme were performed in the Sage system by M. D. Malykh and Yu Ying as part of studies supported by RFBR grant No. 18-51-18005.</funding-statement></funding-group></article-meta></front><body></body><back><ref-list><ref id="B1"><label>1.</label><mixed-citation>A. Goriely, Integrability and nonintegrability of dynamical systems. Singapore; River Edge, NJ: World Scientific, 2001.</mixed-citation></ref><ref id="B2"><label>2.</label><mixed-citation>E. Hairer, G. Wanner, and C. Lubich, Geometric numerical integration. Structure-preserving algorithms for ordinary differential equations. Berlin Heidelberg New York: Springer, 2000.</mixed-citation></ref><ref id="B3"><label>3.</label><mixed-citation>L. Königsberger, Die Principien der Mechanik. Leipzig: Teubner, 1901.</mixed-citation></ref><ref id="B4"><label>4.</label><mixed-citation>Y. B. Suris, “Hamiltonian methods of Runge-Kutta type and their variational interpretation [Gamil’tonovy metody tipa Runge-Kutty i ikh variatsionnaya traktovka],” Matematicheskoye modelirovaniye, vol. 2, no. 4, pp. 78-87, 1990, in Russian.</mixed-citation></ref><ref id="B5"><label>5.</label><mixed-citation>G. J. Cooper, “Stability of Runge-Kutta methods for trajectory problems,” IMA Journal of Numerical Analysis, vol. 7, pp. 1-13, 1987. DOI: 10.1093/imanum/7.1.1.</mixed-citation></ref><ref id="B6"><label>6.</label><mixed-citation>J. M. Sanz-Serna, “Symplectic Runge-Kutta schemes for adjoint equations, automatic differentiation, optimal control, and more,” SIAM REVIEW, vol. 58, pp. 3-33, 1 2016. DOI: 10.1137/151002769.</mixed-citation></ref><ref id="B7"><label>7.</label><mixed-citation>P. Painlevé, “Mémore sur les intégrales du problème des  corps,” in Œuvres de Paul Painlevé. 1975.</mixed-citation></ref><ref id="B8"><label>8.</label><mixed-citation>V. V. Golubev, Vorlesungen über Differentialgleichungen im Komplexen. Leipzig: VEB Deutscher Verlag der Wissenschaften, 1958.</mixed-citation></ref><ref id="B9"><label>9.</label><mixed-citation>P. F. Byrd and M. D. Friedman, Handbook of elliptic integrals for engineers and scientists. Springer, 1971. DOI: 10. 1007 / 978 3 642 65138-0.</mixed-citation></ref><ref id="B10"><label>10.</label><mixed-citation>W. A. Stein. (2015). Sage Mathematics Software (Version 6.7), The Sage Development Team, [Online]. Available: http://www.sagemath.org.</mixed-citation></ref><ref id="B11"><label>11.</label><mixed-citation>D. A. Cox, J. Little, and D. O’Shea, Ideals, varieties, and algorithms: an introduction to computational algebraic geometry and commutative algebra, 4th ed. Springer, 2015. DOI: 10.1007/978-3-319-16721-3.</mixed-citation></ref><ref id="B12"><label>12.</label><mixed-citation>Numerical Recipes: The Art of Scientific Computing, 3rd ed. Cambridge University Press, 2007, 1256 pp.</mixed-citation></ref><ref id="B13"><label>13.</label><mixed-citation>E. A. Ayryan, M. D. Malykh, L. A. Sevastianov, and Yu Ying, “Finite difference schemes and classical transcendental functions,” LNCS, vol. 11189, pp. 3-33, 2019. DOI: 10.1007/978-3-030-10692-8_26.</mixed-citation></ref><ref id="B14"><label>14.</label><mixed-citation>E. A. Ayryan, M. D. Malykh, L. A. Sevastianov, and Yu Ying, “On explicit difference schemes for autonomous systems of differential equations on manifolds,” LNCS, vol. 11661, pp. 343-361, 2019. DOI: 10.1007/9783-030-26831-2_23.</mixed-citation></ref><ref id="B15"><label>15.</label><mixed-citation>R. Kozlov, “Conservative discretizations of the Kepler motion,” Journal of Physics A, vol. 40, no. 17, pp. 4529-4539, 2007. DOI: 10.1088/17518113/40/17/009.</mixed-citation></ref><ref id="B16"><label>16.</label><mixed-citation>Y. A. Blinkov and V. P. Gerdt, “On computer algebra aided numerical solution of ODE by finite difference method,” in Polynomial Computer Algebra ’2019. April 15-20, 2019. Euler International Mathematical Institute, St. Petersburg, RUSSIA. 2019.</mixed-citation></ref></ref-list></back></article>
