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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">cheb</journal-id><journal-title-group><journal-title xml:lang="ru">Чебышевский сборник</journal-title><trans-title-group xml:lang="en"><trans-title>Chebyshevskii Sbornik</trans-title></trans-title-group></journal-title-group><issn pub-type="ppub">2226-8383</issn><publisher><publisher-name>Tula State Lev Tolstoy  Pedagogical University</publisher-name></publisher></journal-meta><article-meta><article-id pub-id-type="doi">10.22405/2226-8383-2022-23-4-308-326</article-id><article-id custom-type="elpub" pub-id-type="custom">cheb-1396</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>История математики и приложений</subject></subj-group><subj-group subj-group-type="section-heading" xml:lang="en"><subject>Сomputer science</subject></subj-group></article-categories><title-group><article-title>Топологическая оптимизация элементов конструкций с учетом структурной неоднородности материала с использованием градиентного метода</article-title><trans-title-group xml:lang="en"><trans-title>Topology optimization of structural elements using gradient method with account for the material’s structural inhomogeneity</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>Левин</surname><given-names>Владимир Анатольевич</given-names></name><name name-style="western" xml:lang="en"><surname>Levin</surname><given-names>Vladimir Anatol’evich</given-names></name></name-alternatives><bio xml:lang="ru"><p>доктор физико-математических наук, профессор</p></bio><bio xml:lang="en"><p>doctor of physical and mathematical sciences, professor</p></bio><email xlink:type="simple">v.a.levin@mail.ru</email><xref ref-type="aff" rid="aff-1"/></contrib><contrib contrib-type="author" corresp="yes"><name-alternatives><name name-style="eastern" xml:lang="ru"><surname>Зингерман</surname><given-names>Константин Моисеевич</given-names></name><name name-style="western" xml:lang="en"><surname>Zingerman</surname><given-names>Konstantin Moiseevich</given-names></name></name-alternatives><bio xml:lang="ru"><p>доктор физико-математических наук, профессор</p></bio><bio xml:lang="en"><p> doctor of physical and mathematical sciences, professor</p></bio><email xlink:type="simple">zingerman@rambler.ru</email><xref ref-type="aff" rid="aff-2"/></contrib><contrib contrib-type="author" corresp="yes"><name-alternatives><name name-style="eastern" xml:lang="ru"><surname>Вершинин</surname><given-names>Анатолий Викторович</given-names></name><name name-style="western" xml:lang="en"><surname>Vershinin</surname><given-names>Anatoliy Victorovich</given-names></name></name-alternatives><bio xml:lang="ru"><p>доктор физико-математических наук, профессор</p></bio><bio xml:lang="en"><p>doctor of physical and mathematical sciences, professor</p></bio><email xlink:type="simple">versh1984@mail.ru</email><xref ref-type="aff" rid="aff-1"/></contrib><contrib contrib-type="author" corresp="yes"><name-alternatives><name name-style="eastern" xml:lang="ru"><surname>Васильев</surname><given-names>Петр Андреевич</given-names></name><name name-style="western" xml:lang="en"><surname>Vasilyev</surname><given-names>Petr Andreevich</given-names></name></name-alternatives><bio xml:lang="ru"><p>аспирант</p></bio><bio xml:lang="en"><p>postgraduate student</p></bio><email xlink:type="simple">petr.vasilyev.1996@yandex.ru</email><xref ref-type="aff" rid="aff-1"/></contrib></contrib-group><aff-alternatives id="aff-1"><aff xml:lang="ru"><institution>Московский государственный университет им. М. В. Ломоносова</institution><country>Россия</country></aff><aff xml:lang="en"><institution>Lomonosov Moscow State University</institution><country>Russian Federation</country></aff></aff-alternatives><aff-alternatives id="aff-2"><aff xml:lang="ru"><institution>Тверской государственный университет</institution><country>Россия</country></aff><aff xml:lang="en"><institution>Tver State University</institution><country>Russian Federation</country></aff></aff-alternatives><pub-date pub-type="collection"><year>2022</year></pub-date><pub-date pub-type="epub"><day>16</day><month>01</month><year>2023</year></pub-date><volume>23</volume><issue>4</issue><fpage>308</fpage><lpage>326</lpage><permissions><copyright-statement>Copyright &amp;#x00A9; Левин В.А., Зингерман К.М., Вершинин А.В., Васильев П.А., 2022</copyright-statement><copyright-year>2022</copyright-year><copyright-holder xml:lang="ru">Левин В.А., Зингерман К.М., Вершинин А.В., Васильев П.А.</copyright-holder><copyright-holder xml:lang="en">Levin V.A., Zingerman K.M., Vershinin A.V., Vasilyev P.A.</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.chebsbornik.ru/jour/article/view/1396">https://www.chebsbornik.ru/jour/article/view/1396</self-uri><abstract><p>В данной работе представлен и реализован алгоритм, выполняющий топологическую оптимизацию распределения массы двумерного тела под нагрузкой. Конечной целью алгоритма является минимизация веса тела при ограничении на максимальные напряжения в его точках. За основу взята идея переменной плотности, а также алгоритм BESO, добавляющий и удаляющий элементы в зависимости от узловых напряжений.Алгоритм использует метод конечных элементов и представляет из себя итеративный процесс, на каждом шаге которого сначала происходит вычисление напряжений в теле при помощи CAE Fidesys, а затем результаты расчёта анализируются. По результатам анализа модули Юнга в узлах конечноэлементной сетки изменяются, чтобы отражать новое распределение массы, скорректированное для лучшего соответствия нагрузкам. Особенностью используемого подхода является использование целевой функции со слагаемым, которое представляет из себя сумму квадратов разностных производных плотности по четырём направлениям. Это позволяет избежать резких изменений плотности и возникновения решётчатых структур на ранних итерациях. Для определения плотностей на каждой итерации используется модификация метода градиентного спуска Adam.Реализованный алгоритм верифицирован на ряде тестовых примеров для плоских статических задач теории упругости. Приведены результаты расчетов, выполнено сравнение срезультатами, полученными другими авторами. Для одной из задач представлены результаты расчетов на разных сетках, которые позволяют сделать вывод о сеточной сходимостиалгоритма.</p></abstract><trans-abstract xml:lang="en"><p>This paper presents and implements an algorithm that performs topological optimization of the mass distribution of a two-dimensional body under load. The ultimate goal of the algorithm is to minimize body weight under stress constraints at the points of the body. The approach is based on the idea of variable density and the BESO algorithm that adds and deletes elements depending on stresses.The algorithm uses the finite element method and is an iterative process. At each iteration the stresses in the body are calculated using CAE Fidesys, and then the calculation results are analyzed. According to the analysis, Young’s moduli at the nodes of the finite element mesh are changed to reflect new mass distribution adjusted for better compliance with loads.The specific feature of the used approach is utilization of objective function with the special term. This term is the sum of the squares of the differential derivatives of density in four directions. This feature permits one to avoid sharp changes in density and the appearanceof lattice structures in the early iterations. The Adam gradient method is used to determine densities at each iteration.The implemented algorithm is verified on a number of test cases for plane static problems of the theory of elasticity. The results of computations are presented. A comparison is made with the results obtained by other authors. For one of the problems, the results of calculations on different grids are given. These results allows one to conclude about the grid convergence of the algorithm.</p></trans-abstract><kwd-group xml:lang="ru"><kwd>топологическая оптимизация</kwd><kwd>структурно-неоднородный материал</kwd><kwd>прочностной инженерный анализ</kwd><kwd>Fidesys</kwd><kwd>градиентный спуск.</kwd></kwd-group><kwd-group xml:lang="en"><kwd>topological optimization</kwd><kwd>structurally inhomogeneous material</kwd><kwd>engineering strength analysis</kwd><kwd>Fidesys</kwd><kwd>gradient descent.</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">Bendsøe M.P. Optimal shape design as a material distribution problem // Structural</mixed-citation><mixed-citation xml:lang="en">Bendsøe M.P. Optimal shape design as a material distribution problem // Structural</mixed-citation></citation-alternatives></ref><ref id="cit2"><label>2</label><citation-alternatives><mixed-citation xml:lang="ru">Optimization. 1989. 1 (4), pp. 193–202.</mixed-citation><mixed-citation xml:lang="en">Optimization. 1989. 1 (4), pp. 193–202.</mixed-citation></citation-alternatives></ref><ref id="cit3"><label>3</label><citation-alternatives><mixed-citation xml:lang="ru">Bendsøe M.P., Sigmund O. Topology Optimization. Theory, Methods and Applications. Berlin:</mixed-citation><mixed-citation xml:lang="en">Bendsøe M.P., Sigmund O. Topology Optimization. Theory, Methods and Applications. Berlin:</mixed-citation></citation-alternatives></ref><ref id="cit4"><label>4</label><citation-alternatives><mixed-citation xml:lang="ru">Springer, 2003.</mixed-citation><mixed-citation xml:lang="en">Springer, 2003.</mixed-citation></citation-alternatives></ref><ref id="cit5"><label>5</label><citation-alternatives><mixed-citation xml:lang="ru">Сысоева В.В., Чедрик В.В. Алгоритмы оптимизации топологии силовых конструкций //</mixed-citation><mixed-citation xml:lang="en">Sysoeva V.V., Chedrik V.V. Algorithms for structural topology opttimization // TsAGI Science</mixed-citation></citation-alternatives></ref><ref id="cit6"><label>6</label><citation-alternatives><mixed-citation xml:lang="ru">Учёные записи ЦАГИ. 2011. Т. XLII, № 2. С. 91–102.</mixed-citation><mixed-citation xml:lang="en">Journal. 2011. V. XLII, No. 2. P. 91–102. (in Russian).</mixed-citation></citation-alternatives></ref><ref id="cit7"><label>7</label><citation-alternatives><mixed-citation xml:lang="ru">Оганесян П.А., Шевцов С.Н. Оптимизация топологии конструкций в пакете Abaqus //</mixed-citation><mixed-citation xml:lang="en">Oganesyan P.A., Shevtsov S.N. Topology designs optimization in Abaqus package // Izvestia of</mixed-citation></citation-alternatives></ref><ref id="cit8"><label>8</label><citation-alternatives><mixed-citation xml:lang="ru">Известия Самарского научного центра Российской академии наук. 2014. Т. 16, № 6(2). С.</mixed-citation><mixed-citation xml:lang="en">Samara Scientific Center of the Russian Academy of Sciences 2014. V. 16, No. 6(2). P. 543–549.</mixed-citation></citation-alternatives></ref><ref id="cit9"><label>9</label><citation-alternatives><mixed-citation xml:lang="ru">–549.</mixed-citation><mixed-citation xml:lang="en">Borovikov A.A., Tushev O.N. Development of a spacecraft load bearing structures using</mixed-citation></citation-alternatives></ref><ref id="cit10"><label>10</label><citation-alternatives><mixed-citation xml:lang="ru">Боровиков А.А., Тушев О.Н. Разработка силовой конструкции космического аппарата с</mixed-citation><mixed-citation xml:lang="en">topology optimization for two versions of manufacturing technologies // Engineering Journal:</mixed-citation></citation-alternatives></ref><ref id="cit11"><label>11</label><citation-alternatives><mixed-citation xml:lang="ru">использованием топологической оптимизации для двух вариантов технологии изготовле-</mixed-citation><mixed-citation xml:lang="en">Science and Innovation. 2018. No. 9. P. 1–13. (in Russian).</mixed-citation></citation-alternatives></ref><ref id="cit12"><label>12</label><citation-alternatives><mixed-citation xml:lang="ru">ния // Инженерный журнал: наука и инновации. 2018. № 9. С. 1–13.</mixed-citation><mixed-citation xml:lang="en">Research Report: Generative Design and Topology Optimization: In-Depth Look</mixed-citation></citation-alternatives></ref><ref id="cit13"><label>13</label><citation-alternatives><mixed-citation xml:lang="ru">Research Report: Generative Design and Topology Optimization: In-Depth Look</mixed-citation><mixed-citation xml:lang="en">at the Two Latest Design Technologies [Электронный ресурс] URL: https://www.</mixed-citation></citation-alternatives></ref><ref id="cit14"><label>14</label><citation-alternatives><mixed-citation xml:lang="ru">at the Two Latest Design Technologies [Электронный ресурс] URL: https://</mixed-citation><mixed-citation xml:lang="en">engineering.com/ResourceMain.aspx?resid=826. (дата обращения: 22.10.2019).</mixed-citation></citation-alternatives></ref><ref id="cit15"><label>15</label><citation-alternatives><mixed-citation xml:lang="ru">www.engineering.com/ResourceMain.aspx?resid=826. (дата обращения: 22.10.2019).</mixed-citation><mixed-citation xml:lang="en">Abbey T. Topology Optimization // Digital Engineering. June 2017. [Электронный ресурс]</mixed-citation></citation-alternatives></ref><ref id="cit16"><label>16</label><citation-alternatives><mixed-citation xml:lang="ru">Abbey T. Topology Optimization // Digital Engineering. June 2017. [Электронный ресурс]</mixed-citation><mixed-citation xml:lang="en">URL: https://www.digitalengineering247.com/article/topology-optimization/</mixed-citation></citation-alternatives></ref><ref id="cit17"><label>17</label><citation-alternatives><mixed-citation xml:lang="ru">URL: https://www.digitalengineering247.com/article/topology-optimization/</mixed-citation><mixed-citation xml:lang="en">Abbey T. Topology Optimization Methods. Digital Engineering. September 2017. [Элек-</mixed-citation></citation-alternatives></ref><ref id="cit18"><label>18</label><citation-alternatives><mixed-citation xml:lang="ru">Abbey T. Topology Optimization Methods. Digital Engineering. September 2017. [Элек-</mixed-citation><mixed-citation xml:lang="en">тронный ресурс] URL: https://www.digitalengineering247.com/article/topology-optimizationmethods</mixed-citation></citation-alternatives></ref><ref id="cit19"><label>19</label><citation-alternatives><mixed-citation xml:lang="ru">тронный ресурс] URL: https://www.digitalengineering247.com/article/topology-optimizationmethods</mixed-citation><mixed-citation xml:lang="en">Abbey T. Topology Optimization. Part 3. Digital Engineering. October 2017. [Электронный</mixed-citation></citation-alternatives></ref><ref id="cit20"><label>20</label><citation-alternatives><mixed-citation xml:lang="ru">Abbey T. Topology Optimization. Part 3. Digital Engineering. October 2017. [Электронный</mixed-citation><mixed-citation xml:lang="en">ресурс] URL: https://www.digitalengineering247.com/article/topology-optimization-2</mixed-citation></citation-alternatives></ref><ref id="cit21"><label>21</label><citation-alternatives><mixed-citation xml:lang="ru">ресурс] URL: https://www.digitalengineering247.com/article/topology-optimization-2</mixed-citation><mixed-citation xml:lang="en">Levin V.A., Vershinin A.V. Numerical methods. Parallel computing. (Nonlinear computational</mixed-citation></citation-alternatives></ref><ref id="cit22"><label>22</label><citation-alternatives><mixed-citation xml:lang="ru">Левин В.А., Вершинин А.В. Численные методы. Параллельные вычисления на ЭВМ.</mixed-citation><mixed-citation xml:lang="en">strength mechanics. Series of monographs in 5 volumes. Ed. by V.A. Levin. V. 2). — Moscow:</mixed-citation></citation-alternatives></ref><ref id="cit23"><label>23</label><citation-alternatives><mixed-citation xml:lang="ru">(Нелинейная вычислительная механика прочности. Цикл монографий в 5 томах под. ред.</mixed-citation><mixed-citation xml:lang="en">Fizmatlit, 2015. (in Russian).</mixed-citation></citation-alternatives></ref><ref id="cit24"><label>24</label><citation-alternatives><mixed-citation xml:lang="ru">В.А. Левина. Т. 2). — М.: ФИЗМАТЛИТ, 2015.</mixed-citation><mixed-citation xml:lang="en">Vassilevski Yu.V., Danilov A.A., Lipnikov K.N., Chugunov V.N. Automatized technologies</mixed-citation></citation-alternatives></ref><ref id="cit25"><label>25</label><citation-alternatives><mixed-citation xml:lang="ru">Василевский Ю.В., Данилов А.А., Липников К.Н., Чугунов В.Н. Автоматизированные</mixed-citation><mixed-citation xml:lang="en">of generation of unstructured computational meshes . (Nonlinear computational strength</mixed-citation></citation-alternatives></ref><ref id="cit26"><label>26</label><citation-alternatives><mixed-citation xml:lang="ru">технологии построения неструктурированных расчетных сеток. (Нелинейная вычисли-</mixed-citation><mixed-citation xml:lang="en">mechanics. Series of monographs in 5 volumes. Ed. by V.A. Levin. V. 4). — Moscow: Fizmatlit,</mixed-citation></citation-alternatives></ref><ref id="cit27"><label>27</label><citation-alternatives><mixed-citation xml:lang="ru">тельная механика прочности. Цикл монографий в 5 томах под. ред. В.А. Левина. Т. 4.).</mixed-citation><mixed-citation xml:lang="en">(in Russian).</mixed-citation></citation-alternatives></ref><ref id="cit28"><label>28</label><citation-alternatives><mixed-citation xml:lang="ru">М.: ФИЗМАТЛИТ, 2015.</mixed-citation><mixed-citation xml:lang="en">Charara M., Vershinin A., Sabitov D., Pekar G. SEM wave propagation in complex media with</mixed-citation></citation-alternatives></ref><ref id="cit29"><label>29</label><citation-alternatives><mixed-citation xml:lang="ru">Charara M., Vershinin A., Sabitov D., Pekar G. SEM wave propagation in complex media with</mixed-citation><mixed-citation xml:lang="en">tetrahedral to hexahedral mesh. [73-rd European Association of Geoscientists and Engineers</mixed-citation></citation-alternatives></ref><ref id="cit30"><label>30</label><citation-alternatives><mixed-citation xml:lang="ru">tetrahedral to hexahedral mesh. [73-rd European Association of Geoscientists and Engineers</mixed-citation><mixed-citation xml:lang="en">Conference and Exhibition] Vienna, Austria, 2011. P. 41—45.</mixed-citation></citation-alternatives></ref><ref id="cit31"><label>31</label><citation-alternatives><mixed-citation xml:lang="ru">Conference and Exhibition] Vienna, Austria, 2011. P. 41—45.</mixed-citation><mixed-citation xml:lang="en">Kukushkin A.V., Konovalov D.A., Vershinin A.V., Levin V.A. Numerical simulation in CAE</mixed-citation></citation-alternatives></ref><ref id="cit32"><label>32</label><citation-alternatives><mixed-citation xml:lang="ru">Kukushkin A.V., Konovalov D.A., Vershinin A.V., Levin V.A. Numerical simulation in CAE</mixed-citation><mixed-citation xml:lang="en">Fidesys of bonded contact problems on non-conformal meshes. Journal of Physics: Conference</mixed-citation></citation-alternatives></ref><ref id="cit33"><label>33</label><citation-alternatives><mixed-citation xml:lang="ru">Fidesys of bonded contact problems on non-conformal meshes. Journal of Physics: Conference</mixed-citation><mixed-citation xml:lang="en">Series. — 2019. — V. 1158, No. 2. Art. 032022.</mixed-citation></citation-alternatives></ref><ref id="cit34"><label>34</label><citation-alternatives><mixed-citation xml:lang="ru">Series. — 2019. — V. 1158, No. 2. Art. 032022.</mixed-citation><mixed-citation xml:lang="en">Koga J.-I., Koga J., Homma S. Checkerboard problem to topology optimization of continuum</mixed-citation></citation-alternatives></ref><ref id="cit35"><label>35</label><citation-alternatives><mixed-citation xml:lang="ru">Koga J.-I., Koga J., Homma S. Checkerboard problem to topology optimization of continuum</mixed-citation><mixed-citation xml:lang="en">structures // Computational Engineering, Finance, and Science. 2013. arXiv:1309.5677 [cs.CE].</mixed-citation></citation-alternatives></ref><ref id="cit36"><label>36</label><citation-alternatives><mixed-citation xml:lang="ru">structures // Computational Engineering, Finance, and Science. 2013. arXiv:1309.5677 [cs.CE].</mixed-citation><mixed-citation xml:lang="en">Boldyrev A.V. Topological optimization of load-bearing constructions on the basis of variable</mixed-citation></citation-alternatives></ref><ref id="cit37"><label>37</label><citation-alternatives><mixed-citation xml:lang="ru">Болдырев А.В. Топологическая оптимизация силовых конструкций на основе модели пе-</mixed-citation><mixed-citation xml:lang="en">density model // Izvestia of Samara Scientific Center of the Russian Academy of Sciences 2011.</mixed-citation></citation-alternatives></ref><ref id="cit38"><label>38</label><citation-alternatives><mixed-citation xml:lang="ru">ременной плотности // Известия Самарского научного центра Российской академии наук.</mixed-citation><mixed-citation xml:lang="en">V. 13. No. 1–3. P. 670–673. (in Russian).</mixed-citation></citation-alternatives></ref><ref id="cit39"><label>39</label><citation-alternatives><mixed-citation xml:lang="ru">Т. 13. № 1–3. С. 670–673.</mixed-citation><mixed-citation xml:lang="en">Brackett D., Ashcroft I., Hague R. Topology optimization for additive manufacturing // Proc.</mixed-citation></citation-alternatives></ref><ref id="cit40"><label>40</label><citation-alternatives><mixed-citation xml:lang="ru">Brackett D., Ashcroft I., Hague R. Topology optimization for additive manufacturing // Proc.</mixed-citation><mixed-citation xml:lang="en">SFF Symp. Austin Texas. — 2011. — P. 348—362.</mixed-citation></citation-alternatives></ref><ref id="cit41"><label>41</label><citation-alternatives><mixed-citation xml:lang="ru">SFF Symp. Austin Texas. — 2011. — P. 348—362.</mixed-citation><mixed-citation xml:lang="en">Cheng L., Liang X., Bai J., Chen Q., Lemon J., To A. On utilizing topology optimization</mixed-citation></citation-alternatives></ref><ref id="cit42"><label>42</label><citation-alternatives><mixed-citation xml:lang="ru">Cheng L., Liang X., Bai J., Chen Q., Lemon J., To A. On utilizing topology optimization</mixed-citation><mixed-citation xml:lang="en">to design support structure to prevent residual stress induced build failure in laser powder</mixed-citation></citation-alternatives></ref><ref id="cit43"><label>43</label><citation-alternatives><mixed-citation xml:lang="ru">to design support structure to prevent residual stress induced build failure in laser powder</mixed-citation><mixed-citation xml:lang="en">bed metal additive manufacturing // Additive Manufacturing. 2019. V. 27. P. 290–304. Doi:</mixed-citation></citation-alternatives></ref><ref id="cit44"><label>44</label><citation-alternatives><mixed-citation xml:lang="ru">bed metal additive manufacturing // Additive Manufacturing. 2019. V. 27. P. 290–304. Doi:</mixed-citation><mixed-citation xml:lang="en">1016/j.addma.2019.03.001.</mixed-citation></citation-alternatives></ref><ref id="cit45"><label>45</label><citation-alternatives><mixed-citation xml:lang="ru">1016/j.addma.2019.03.001.</mixed-citation><mixed-citation xml:lang="en">Diaz A.R., Bendsøe M.P. Shape optimization of structures for multiple loading conditions</mixed-citation></citation-alternatives></ref><ref id="cit46"><label>46</label><citation-alternatives><mixed-citation xml:lang="ru">Diaz A.R., Bendsøe M.P. Shape optimization of structures for multiple loading conditions</mixed-citation><mixed-citation xml:lang="en">using a homogenization method // Structural Optimization. — 1992. — V. 4. — P. 17–22.</mixed-citation></citation-alternatives></ref><ref id="cit47"><label>47</label><citation-alternatives><mixed-citation xml:lang="ru">using a homogenization method // Structural Optimization. — 1992. — V. 4. — P. 17–22.</mixed-citation><mixed-citation xml:lang="en">Lizin V.T., Pyatkin V.A. Design of thin-walled structures. 4-th ed. Moscow: Mashinostroenie,</mixed-citation></citation-alternatives></ref><ref id="cit48"><label>48</label><citation-alternatives><mixed-citation xml:lang="ru">Лизин В.Т., Пяткин В.А. Проектирование тонкостенных конструкций. 4-е изд. М.: Ма-</mixed-citation><mixed-citation xml:lang="en">448 p. (in Russian).</mixed-citation></citation-alternatives></ref><ref id="cit49"><label>49</label><citation-alternatives><mixed-citation xml:lang="ru">шиностроение, 2003. 448 с.</mixed-citation><mixed-citation xml:lang="en">Badriev I.B., Banderov V.V., Zadvornov O.A. On the solving of equilibrium problem for the</mixed-citation></citation-alternatives></ref><ref id="cit50"><label>50</label><citation-alternatives><mixed-citation xml:lang="ru">Badriev I.B., Banderov V.V., Zadvornov O.A. On the solving of equilibrium problem for the</mixed-citation><mixed-citation xml:lang="en">soft network shell with a load concentrated at the point // PNIPU Mechanics Bulletin. – 2013.</mixed-citation></citation-alternatives></ref><ref id="cit51"><label>51</label><citation-alternatives><mixed-citation xml:lang="ru">soft network shell with a load concentrated at the point // PNIPU Mechanics Bulletin. – 2013.</mixed-citation><mixed-citation xml:lang="en">– No. 3. – P. 16–34.</mixed-citation></citation-alternatives></ref><ref id="cit52"><label>52</label><citation-alternatives><mixed-citation xml:lang="ru">– No. 3. – P. 16–34.</mixed-citation><mixed-citation xml:lang="en">Badriev I.B., Korablev A.I., Makarov M.V., Smirnova E.V. Mathematical simulation of the</mixed-citation></citation-alternatives></ref><ref id="cit53"><label>53</label><citation-alternatives><mixed-citation xml:lang="ru">Badriev I.B., Korablev A.I., Makarov M.V., Smirnova E.V. Mathematical simulation of the</mixed-citation><mixed-citation xml:lang="en">bending problem of the hinged sandwich plate in physically nonlinear statement // Journal of</mixed-citation></citation-alternatives></ref><ref id="cit54"><label>54</label><citation-alternatives><mixed-citation xml:lang="ru">bending problem of the hinged sandwich plate in physically nonlinear statement // Journal of</mixed-citation><mixed-citation xml:lang="en">Physics: Conference Series. — 2019. — V. 1158, No. 2. — Art. 022013.</mixed-citation></citation-alternatives></ref><ref id="cit55"><label>55</label><citation-alternatives><mixed-citation xml:lang="ru">Physics: Conference Series. — 2019. — V. 1158, No. 2. — Art. 022013.</mixed-citation><mixed-citation xml:lang="en">Badriev I.B., Banderov V.V., Paimushin V.N., Gazizullin R.K. Contact interaction of the</mixed-citation></citation-alternatives></ref><ref id="cit56"><label>56</label><citation-alternatives><mixed-citation xml:lang="ru">Badriev I.B., Banderov V.V., Paimushin V.N., Gazizullin R.K. Contact interaction of the</mixed-citation><mixed-citation xml:lang="en">plate with supporting deformable bases under the conditions of bending // Journal of Physics:</mixed-citation></citation-alternatives></ref><ref id="cit57"><label>57</label><citation-alternatives><mixed-citation xml:lang="ru">plate with supporting deformable bases under the conditions of bending // Journal of Physics:</mixed-citation><mixed-citation xml:lang="en">Conference Series. — 2019. — V. 1158, No. 2. — Art. 022014.</mixed-citation></citation-alternatives></ref><ref id="cit58"><label>58</label><citation-alternatives><mixed-citation xml:lang="ru">Conference Series. — 2019. — V. 1158, No. 2. — Art. 022014.</mixed-citation><mixed-citation xml:lang="en">Nikishkov G.P., Vershinin A.V., Nikishkov Y.G. Mesh-independent equivalent domain integral</mixed-citation></citation-alternatives></ref><ref id="cit59"><label>59</label><citation-alternatives><mixed-citation xml:lang="ru">Nikishkov G.P., Vershinin A.V., Nikishkov Y.G. Mesh-independent equivalent domain integral</mixed-citation><mixed-citation xml:lang="en">method for j-integral evaluation // Advances in Engineering Software. –— 2016. — V. 100. —–</mixed-citation></citation-alternatives></ref><ref id="cit60"><label>60</label><citation-alternatives><mixed-citation xml:lang="ru">method for j-integral evaluation // Advances in Engineering Software. –— 2016. — V. 100. —–</mixed-citation><mixed-citation xml:lang="en">P. 308-–318.</mixed-citation></citation-alternatives></ref><ref id="cit61"><label>61</label><citation-alternatives><mixed-citation xml:lang="ru">P. 308-–318.</mixed-citation><mixed-citation xml:lang="en">Levin V.A., Zingerman K.M., Vershinin A.V., Yakovlev M.Ya. Numerical analysis of effective</mixed-citation></citation-alternatives></ref><ref id="cit62"><label>62</label><citation-alternatives><mixed-citation xml:lang="ru">Levin V.A., Zingerman K.M., Vershinin A.V., Yakovlev M.Ya. Numerical analysis of effective</mixed-citation><mixed-citation xml:lang="en">mechanical properties of rubber-cord composites under finite strains // Compos. Struct. —</mixed-citation></citation-alternatives></ref><ref id="cit63"><label>63</label><citation-alternatives><mixed-citation xml:lang="ru">mechanical properties of rubber-cord composites under finite strains // Compos. Struct. —</mixed-citation><mixed-citation xml:lang="en">— V. 131. –– P. 25—36.</mixed-citation></citation-alternatives></ref><ref id="cit64"><label>64</label><citation-alternatives><mixed-citation xml:lang="ru">— V. 131. –– P. 25—36.</mixed-citation><mixed-citation xml:lang="en">Vershinin A.V., Levin V.A., Zingerman K.M., Sboychakov A.M., Yakovlev M.Ya. Software for</mixed-citation></citation-alternatives></ref><ref id="cit65"><label>65</label><citation-alternatives><mixed-citation xml:lang="ru">Vershinin A.V., Levin V.A., Zingerman K.M., Sboychakov A.M., Yakovlev M.Ya. Software for</mixed-citation><mixed-citation xml:lang="en">estimation of second order effective material properties of porous samples with geometrical and</mixed-citation></citation-alternatives></ref><ref id="cit66"><label>66</label><citation-alternatives><mixed-citation xml:lang="ru">estimation of second order effective material properties of porous samples with geometrical and</mixed-citation><mixed-citation xml:lang="en">physical nonlinearity accounted for // Adv. Eng. Softw. 2015. V. 86. –– P. 80–84.</mixed-citation></citation-alternatives></ref><ref id="cit67"><label>67</label><citation-alternatives><mixed-citation xml:lang="ru">physical nonlinearity accounted for // Adv. Eng. Softw. 2015. V. 86. –– P. 80–84.</mixed-citation><mixed-citation xml:lang="en">Levin V.A., Zingermann K.M. Effective Constitutive Equations for Porous Elastic Materials at</mixed-citation></citation-alternatives></ref><ref id="cit68"><label>68</label><citation-alternatives><mixed-citation xml:lang="ru">Levin V.A., Zingermann K.M. Effective Constitutive Equations for Porous Elastic Materials at</mixed-citation><mixed-citation xml:lang="en">Finite Strains and Superimposed Finite Strains // Journal of Applied Mechanics, Transactions</mixed-citation></citation-alternatives></ref><ref id="cit69"><label>69</label><citation-alternatives><mixed-citation xml:lang="ru">Finite Strains and Superimposed Finite Strains // Journal of Applied Mechanics, Transactions</mixed-citation><mixed-citation xml:lang="en">ASME. – 2003. – V. 70 (6). – P. 809-816.</mixed-citation></citation-alternatives></ref><ref id="cit70"><label>70</label><citation-alternatives><mixed-citation xml:lang="ru">ASME. – 2003. – V. 70 (6). – P. 809-816.</mixed-citation><mixed-citation xml:lang="en">Konovalov D. A., Yakovlev M. Ya. Numerical estimation of effective elastic properties of</mixed-citation></citation-alternatives></ref><ref id="cit71"><label>71</label><citation-alternatives><mixed-citation xml:lang="ru">Коновалов Д.А., Яковлев М.Я. О численной оценке эффективных упругих характеристик</mixed-citation><mixed-citation xml:lang="en">elastomer composites under finite strains using spectral element method with CAE Fidesys //</mixed-citation></citation-alternatives></ref><ref id="cit72"><label>72</label><citation-alternatives><mixed-citation xml:lang="ru">эластомерных композитов при конечных деформациях с использованием метода спек-</mixed-citation><mixed-citation xml:lang="en">Chebyshevskii sbornik. 2017. V. 18, No. 3. P. 316-–329. (in Russian).</mixed-citation></citation-alternatives></ref><ref id="cit73"><label>73</label><citation-alternatives><mixed-citation xml:lang="ru">тральных элементов с помощью CAE Fidesys // Чебышёвский сборник. 2017. Т. 18, №</mixed-citation><mixed-citation xml:lang="en">Yakovlev M.Ya, Lukyanchikov I.S., Levin V.A., Vershinin A.V., Zingerman K.M. Calculation</mixed-citation></citation-alternatives></ref><ref id="cit74"><label>74</label><citation-alternatives><mixed-citation xml:lang="ru">–– С. 316–329.</mixed-citation><mixed-citation xml:lang="en">of the effective properties of the prestressed nonlinear elastic heterogeneous materials under</mixed-citation></citation-alternatives></ref><ref id="cit75"><label>75</label><citation-alternatives><mixed-citation xml:lang="ru">Yakovlev M.Ya, Lukyanchikov I.S., Levin V.A., Vershinin A.V., Zingerman K.M. Calculation</mixed-citation><mixed-citation xml:lang="en">finite strains based on the solutions of the boundary value problems using finite element method</mixed-citation></citation-alternatives></ref><ref id="cit76"><label>76</label><citation-alternatives><mixed-citation xml:lang="ru">of the effective properties of the prestressed nonlinear elastic heterogeneous materials under</mixed-citation><mixed-citation xml:lang="en">// Journal of Physics: Conference Series. 2019. V. 1158, No. 4. Art. 042037.</mixed-citation></citation-alternatives></ref><ref id="cit77"><label>77</label><citation-alternatives><mixed-citation xml:lang="ru">finite strains based on the solutions of the boundary value problems using finite element method</mixed-citation><mixed-citation xml:lang="en">Levin V., Vdovichenko I., Vershinin A., Yakovlev M., Zingerman K. Numerical Estimation</mixed-citation></citation-alternatives></ref><ref id="cit78"><label>78</label><citation-alternatives><mixed-citation xml:lang="ru">// Journal of Physics: Conference Series. 2019. V. 1158, No. 4. Art. 042037.</mixed-citation><mixed-citation xml:lang="en">of Effective Mechanical Properties for Reinforced Plexiglas in the Two-Dimensional Case //</mixed-citation></citation-alternatives></ref><ref id="cit79"><label>79</label><citation-alternatives><mixed-citation xml:lang="ru">Levin V., Vdovichenko I., Vershinin A., Yakovlev M., Zingerman K. Numerical Estimation</mixed-citation><mixed-citation xml:lang="en">Modelling and Simulation in Engineering, Art. 9010576, 2016. – 10 p.</mixed-citation></citation-alternatives></ref><ref id="cit80"><label>80</label><citation-alternatives><mixed-citation xml:lang="ru">of Effective Mechanical Properties for Reinforced Plexiglas in the Two-Dimensional Case //</mixed-citation><mixed-citation xml:lang="en">Levin V.A., Vdovichenko I.I., Vershinin A.V., Yakovlev M.Y., Zingerman K.M. An approach</mixed-citation></citation-alternatives></ref><ref id="cit81"><label>81</label><citation-alternatives><mixed-citation xml:lang="ru">Modelling and Simulation in Engineering, Art. 9010576, 2016. – 10 p.</mixed-citation><mixed-citation xml:lang="en">to the computation of effective strength characteristics of porous materials // Letters on</mixed-citation></citation-alternatives></ref><ref id="cit82"><label>82</label><citation-alternatives><mixed-citation xml:lang="ru">Levin V.A., Vdovichenko I.I., Vershinin A.V., Yakovlev M.Y., Zingerman K.M. An approach</mixed-citation><mixed-citation xml:lang="en">materials. 2017. V. 7, No. 4. –– P. 452–454.</mixed-citation></citation-alternatives></ref><ref id="cit83"><label>83</label><citation-alternatives><mixed-citation xml:lang="ru">to the computation of effective strength characteristics of porous materials // Letters on</mixed-citation><mixed-citation xml:lang="en">Eglit M.E. Lectures on foundations of continuum mechanics. Moscow: LENAND, 2016. — 208</mixed-citation></citation-alternatives></ref><ref id="cit84"><label>84</label><citation-alternatives><mixed-citation xml:lang="ru">materials. 2017. V. 7, No. 4. –– P. 452–454.</mixed-citation><mixed-citation xml:lang="en">p. (in Russian).</mixed-citation></citation-alternatives></ref><ref id="cit85"><label>85</label><citation-alternatives><mixed-citation xml:lang="ru">Эглит М. Э. Лекции по основам механики сплошных сред. Изд. стереотип. М.: ЛЕНАНД,</mixed-citation><mixed-citation xml:lang="en">Morozov E.M., Levin V.A., Vershinin A.V. Strength analysis: Fidesys in the hands of an</mixed-citation></citation-alternatives></ref><ref id="cit86"><label>86</label><citation-alternatives><mixed-citation xml:lang="ru">— 208 с.</mixed-citation><mixed-citation xml:lang="en">engineer. Moscow: LENAND, 2015. – 408 p. (in Russian).</mixed-citation></citation-alternatives></ref><ref id="cit87"><label>87</label><citation-alternatives><mixed-citation xml:lang="ru">Морозов Е.М., Левин В.А., Вершинин А.В. Прочностной анализ. Фидесис в руках инже-</mixed-citation><mixed-citation xml:lang="en">Konovalov D., Vershinin A., Zingerman K., Levin V. The implementation of spectral element</mixed-citation></citation-alternatives></ref><ref id="cit88"><label>88</label><citation-alternatives><mixed-citation xml:lang="ru">нера. —– М.: URSS, 2015. –— 408 с.</mixed-citation><mixed-citation xml:lang="en">method in a CAE system for the solution of elasticity problems on hybrid curvilinear meshes</mixed-citation></citation-alternatives></ref><ref id="cit89"><label>89</label><citation-alternatives><mixed-citation xml:lang="ru">Konovalov D., Vershinin A., Zingerman K., Levin V. The implementation of spectral element</mixed-citation><mixed-citation xml:lang="en">// Modelling and Simulation in Engineering. –— 2017. — V. 2017. Art. 1797561. DOI:</mixed-citation></citation-alternatives></ref><ref id="cit90"><label>90</label><citation-alternatives><mixed-citation xml:lang="ru">method in a CAE system for the solution of elasticity problems on hybrid curvilinear meshes</mixed-citation><mixed-citation xml:lang="en">1155/2017/1797561.</mixed-citation></citation-alternatives></ref><ref id="cit91"><label>91</label><citation-alternatives><mixed-citation xml:lang="ru">// Modelling and Simulation in Engineering. –— 2017. — V. 2017. Art. 1797561. DOI:</mixed-citation><mixed-citation xml:lang="en">Karpenko V.S., Vershinin A.V., Levin V.A., Zingerman K.M. Some results of mesh</mixed-citation></citation-alternatives></ref><ref id="cit92"><label>92</label><citation-alternatives><mixed-citation xml:lang="ru">1155/2017/1797561.</mixed-citation><mixed-citation xml:lang="en">convergence estimation for the spectral element method of different orders in fidesys industrial</mixed-citation></citation-alternatives></ref><ref id="cit93"><label>93</label><citation-alternatives><mixed-citation xml:lang="ru">Karpenko V.S., Vershinin A.V., Levin V.A., Zingerman K.M. Some results of mesh convergence</mixed-citation><mixed-citation xml:lang="en">package // IOP Conference Series: Materials Science and Engineering. –— 2016. — V. 158. Art.</mixed-citation></citation-alternatives></ref><ref id="cit94"><label>94</label><citation-alternatives><mixed-citation xml:lang="ru">estimation for the spectral element method of different orders in fidesys industrial package</mixed-citation><mixed-citation xml:lang="en">estimation for the spectral element method of different orders in fidesys industrial package</mixed-citation></citation-alternatives></ref><ref id="cit95"><label>95</label><citation-alternatives><mixed-citation xml:lang="ru">// IOP Conference Series: Materials Science and Engineering. –— 2016. — V. 158. Art. 012049.</mixed-citation><mixed-citation xml:lang="en">Kukushkin A.V., Konovalov D.A., Vershinin A.V., Levin V.A. Numerical simulation in CAE</mixed-citation></citation-alternatives></ref><ref id="cit96"><label>96</label><citation-alternatives><mixed-citation xml:lang="ru">Kukushkin A.V., Konovalov D.A., Vershinin A.V., Levin V.A. Numerical simulation in CAE</mixed-citation><mixed-citation xml:lang="en">Fidesys of bonded contact problems on non-conformal meshes // Journal of Physics: Conference</mixed-citation></citation-alternatives></ref><ref id="cit97"><label>97</label><citation-alternatives><mixed-citation xml:lang="ru">Fidesys of bonded contact problems on non-conformal meshes // Journal of Physics: Conference</mixed-citation><mixed-citation xml:lang="en">Series. –— 2019. –— V. 1158, No. 2. —– Art. 032022.</mixed-citation></citation-alternatives></ref><ref id="cit98"><label>98</label><citation-alternatives><mixed-citation xml:lang="ru">Series. –— 2019. –— V. 1158, No. 2. —– Art. 032022.</mixed-citation><mixed-citation xml:lang="en">Kingma D.P., Ba J.L. Adam: a Method for Stochastic Optimization // Proc. 3-rd International</mixed-citation></citation-alternatives></ref><ref id="cit99"><label>99</label><citation-alternatives><mixed-citation xml:lang="ru">Kingma D.P., Ba J.L. Adam: a Method for Stochastic Optimization // Proc. 3-rd International</mixed-citation><mixed-citation xml:lang="en">Conference on Learning Representations. 2015. arXiv:1412.6980 [cs.LG]. P. 1—13</mixed-citation></citation-alternatives></ref><ref id="cit100"><label>100</label><citation-alternatives><mixed-citation xml:lang="ru">Conference on Learning Representations. 2015. arXiv:1412.6980 [cs.LG]. P. 1—13.</mixed-citation><mixed-citation xml:lang="en">Ogden R. Non-linear elastic deformations. Ellis Horwood: Chichester, 1984.</mixed-citation></citation-alternatives></ref><ref id="cit101"><label>101</label><citation-alternatives><mixed-citation xml:lang="ru">Ogden R. Non-linear elastic deformations. Ellis Horwood: Chichester, 1984.</mixed-citation><mixed-citation xml:lang="en">Lurie A.I. Nonlinear Theory of Elasticity. North-Holland, Amsterdam, 1990.</mixed-citation></citation-alternatives></ref><ref id="cit102"><label>102</label><citation-alternatives><mixed-citation xml:lang="ru">Lurie A.I. Nonlinear Theory of Elasticity. North-Holland, Amsterdam, 1990.</mixed-citation><mixed-citation xml:lang="en">Kislitsyn V.D., Mokhireva K.A., Shadrin V.V., Svistkov A.L. Research and modeling of</mixed-citation></citation-alternatives></ref><ref id="cit103"><label>103</label><citation-alternatives><mixed-citation xml:lang="ru">Kislitsyn V.D., Mokhireva K.A., Shadrin V.V., Svistkov A.L. Research and modeling of</mixed-citation><mixed-citation xml:lang="en">viscoelastic behavior of elastomeric nanocomposites// PNRPU Mechanics Bulletin, 2021,</mixed-citation></citation-alternatives></ref><ref id="cit104"><label>104</label><citation-alternatives><mixed-citation xml:lang="ru">viscoelastic behavior of elastomeric nanocomposites// PNRPU Mechanics Bulletin, 2021,</mixed-citation><mixed-citation xml:lang="en">(2), p. 76–87.</mixed-citation></citation-alternatives></ref><ref id="cit105"><label>105</label><citation-alternatives><mixed-citation xml:lang="ru">(2), p. 76–87.</mixed-citation><mixed-citation xml:lang="en">Levin V.A., Zubov L.M., Zingerman K.M. An exact solution for the problem of flexure of a</mixed-citation></citation-alternatives></ref><ref id="cit106"><label>106</label><citation-alternatives><mixed-citation xml:lang="ru">Levin V.A., Zubov L.M., Zingerman K.M. An exact solution for the problem of flexure of a</mixed-citation><mixed-citation xml:lang="en">composite beam with preliminarily strained layers under large strains// International Journal</mixed-citation></citation-alternatives></ref><ref id="cit107"><label>107</label><citation-alternatives><mixed-citation xml:lang="ru">composite beam with preliminarily strained layers under large strains// International Journal</mixed-citation><mixed-citation xml:lang="en">of Solids and Structures. 2015. V. 67–68. P. 244–249.</mixed-citation></citation-alternatives></ref><ref id="cit108"><label>108</label><citation-alternatives><mixed-citation xml:lang="ru">of Solids and Structures. 2015. V. 67–68. P. 244–249.</mixed-citation><mixed-citation xml:lang="en">Zingerman K.M., Levin V.A. Redistribution of finite elastic strains after the formation of</mixed-citation></citation-alternatives></ref><ref id="cit109"><label>109</label><citation-alternatives><mixed-citation xml:lang="ru">Zingerman K.M., Levin V.A. Redistribution of finite elastic strains after the formation of</mixed-citation><mixed-citation xml:lang="en">inclusions. Approximate analytical solution// Journal of Applied Mathematics and Mechanics.</mixed-citation></citation-alternatives></ref><ref id="cit110"><label>110</label><citation-alternatives><mixed-citation xml:lang="ru">inclusions. Approximate analytical solution// Journal of Applied Mathematics and Mechanics.</mixed-citation><mixed-citation xml:lang="en">V. 73 (6). P. 710–721.</mixed-citation></citation-alternatives></ref><ref id="cit111"><label>111</label><citation-alternatives><mixed-citation xml:lang="ru">V. 73 (6). P. 710–721.</mixed-citation><mixed-citation xml:lang="en">Levin V.A., Zingerman K.M. A class of methods and algorithms for the analysis of successive</mixed-citation></citation-alternatives></ref><ref id="cit112"><label>112</label><citation-alternatives><mixed-citation xml:lang="ru">Levin V.A., Zingerman K.M. A class of methods and algorithms for the analysis of successive</mixed-citation><mixed-citation xml:lang="en">origination of holes in a pre-stressed viscoelastic body. Finite strains// Communications in</mixed-citation></citation-alternatives></ref><ref id="cit113"><label>113</label><citation-alternatives><mixed-citation xml:lang="ru">origination of holes in a pre-stressed viscoelastic body. Finite strains// Communications in</mixed-citation><mixed-citation xml:lang="en">Numerical Methods in Engineering. 2008. V. 24 (12). P. 2240–2251.</mixed-citation></citation-alternatives></ref><ref id="cit114"><label>114</label><citation-alternatives><mixed-citation xml:lang="ru">Numerical Methods in Engineering. 2008. V. 24 (12). P. 2240–2251.</mixed-citation><mixed-citation xml:lang="en">Numerical Methods in Engineering. 2008. V. 24 (12). P. 2240–2251.</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>
