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<article xmlns:xlink="http://www.w3.org/1999/xlink" xmlns:ali="http://www.niso.org/schemas/ali/1.0/" dtd-version="1.4" article-type="research-article" xml:lang="en"><front><journal-meta><journal-title-group><journal-title xml:lang="ru">Математическая физика и компьютерное моделирование</journal-title></journal-title-group><issn publication-format="print">2587-6325</issn><issn publication-format="electronic">2587-6902</issn></journal-meta><article-meta><article-id pub-id-type="doi">10.15688/mpcm.jvolsu.2026.2.3</article-id><article-categories><subj-group><subject>Other</subject></subj-group></article-categories><title-group><article-title xml:lang="ru">ЧИСЛЕННОЕ МОДЕЛИРОВАНИЕ ДИНАМИКИ ДВУХФАЗНЫХ ПОТОКОВ В СЕПАРАТОРАХ СО ВСТРЕЧНЫМИ ЗАКРУЧЕННЫМИ ПОТОКАМИ: МНОГОФАКТОРНЫЙ АНАЛИЗ ВЛИЯНИЯ ГЕОМЕТРИЧЕСКИХ И РЕЖИМНЫХ ПАРАМЕТРОВ</article-title><trans-title-group xml:lang="en"><trans-title>NUMERICAL SIMULATION OF TWO-PHASE FLOW DYNAMICS IN COUNTER-CURRENT SWIRL SEPARATORS: MULTIFACTOR ANALYSIS OF GEOMETRIC AND OPERATIONAL PARAMETERS</trans-title></trans-title-group></title-group><contrib-group><contrib contrib-type="author"><name-alternatives><name xml:lang="ru"><surname>Савин</surname><given-names>Егор</given-names></name><name xml:lang="en"><surname>Savin</surname><given-names>Egor</given-names></name></name-alternatives><xref ref-type="aff" rid="aff1"/><xref ref-type="aff" rid="aff2"/><email>e.s.savin@volsu.ru</email><contrib-id contrib-id-type="orcid">https://orcid.org/0000-0002-7915-121X</contrib-id></contrib><contrib contrib-type="author"><name-alternatives><name xml:lang="ru"><surname>Хоперсков</surname><given-names>Александр</given-names></name><name xml:lang="en"><surname>Khoperskov</surname><given-names>Alexander</given-names></name></name-alternatives><xref ref-type="aff" rid="aff1"/><xref ref-type="aff" rid="aff2"/><email>khoperskov@volsu.ru</email><contrib-id contrib-id-type="orcid">https://orcid.org/0000-0003-0149-7947</contrib-id></contrib><aff-alternatives id="aff1"><aff><institution xml:lang="en">Volgograd State University</institution><city xml:lang="en">Volgograd</city><country xml:lang="en">Russian Federation</country></aff></aff-alternatives><aff-alternatives id="aff2"><aff><institution xml:lang="ru">Волгоградский государственный университет</institution><city xml:lang="ru">Волгоград</city><country xml:lang="ru">Российская Федерация</country></aff></aff-alternatives></contrib-group><pub-date pub-type="epub" iso-8601-date="2026-10-27"><day>27</day><month>10</month><year>2026</year></pub-date><volume>29</volume><issue>2</issue><fpage>30</fpage><lpage>52</lpage><history><date date-type="received" iso-8601-date="2026-06-29"><day>29</day><month>06</month><year>2026</year></date><date date-type="accepted" iso-8601-date="2026-07-31"><day>31</day><month>07</month><year>2026</year></date></history><permissions><license xlink:href="https://creativecommons.org/licenses/by/4.0/" xlink:title="CC BY 4.0"><ali:license_ref>https://creativecommons.org/licenses/by/4.0/</ali:license_ref><license-p xml:lang="ru">CC BY 4.0</license-p></license></permissions><self-uri content-type="pdf" xlink:href="publication-fccec87e-30be-4014-9fd7-bc3192866e95.pdf" xlink:title="PDF"/><abstract xml:lang="ru"><p>Работа посвящена повышению эффективности центробежной очистки газов от мелкодисперсных фракций (PM2.5) в сепараторах со встречными закрученными потоками (ВЗП). Для стандартизации терминологии в международной практике предложено использовать обобщающий термин Counter-Current Swirl Separators (CCSS). Динамика несущей фазы моделируется на основе стационарных уравнений Рейнольдса (RANS) с учетом модели переноса рейнольдсовых напряжений (RSM). Дисперсная фаза рассчитывается в лагранжевом приближении с помощью оригинального программного CUDA-модуля на GPU для непрерывного расчета траекторий ансамблей твердых частиц. Разработан новый метод оценки сепарационных характеристик ВЗП-аппаратов. В рамках единой методики объединены численные гидродинамические расчеты (CFD) и методы математической статистики на основе многофакторного планирования эксперимента. Использование методологии равномерного заполнения пространства параметров на базе оптимизированного латинского гиперкуба (Maximin LHS) позволило сформировать сбалансированную выборку численных экспериментов для динамики двухфазной среды. Выполнен многомерный анализ чувствительности целевой функции на основе медианного значения диаметра твердых частиц d50 посредством вариации шести управляющих геометрических и режимных параметров. Предложенная методология позволила количественно ранжировать исследуемые факторы по степени их влияния на фракционную эффективность. Выявлены скрытые эффекты маскирования второстепенных параметров доминирующими геометрическими характеристиками, а также локализованы области нелинейного поведения системы при взаимодействии встречных вихревых структур. В работе предложен и описан комплексный технико-экономический критерий эффективности аппарата, объединяющий аэродинамические и сепарационные параметры, что формирует математический базис для последующей многокритериальной оптимизации геометрии сепаратора. Полученные корреляционные матрицы Пирсона и Спирмена подтверждают преимущественно монотонный характер откликов системы в исследованных диапазонах и определяют границы применимости для последующего построения непрерывных суррогатных моделей.</p></abstract><abstract xml:lang="en" abstract-type="summary"><p>This paper addresses efficiency optimization of centrifugal gas cleaning from fine particulate matter (PM2.5) in cyclone-type devices utilizing two opposing swirled flows. To unify various literature terms describing this hydrodynamic scheme – such as dual-vortex, opposed-swirl, or counter-current swirl configurations – we propose the comprehensive term “Counter-Current Swirl Separators” (CCSS). A defining physical feature of CCSS is the introduction of an axially swirled lower inlet stream that directly interacts with the upper vortex structure. The separation characteristics of the apparatus were evaluated using a combined computational and statistical approach. This methodology relies on a multi-factor design of experiments. In particular, a dataset of 60 numerical runs was generated via a maximin Latin Hypercube Sampling (Maximin LHS) strategy. This space-filling design provided data for a multi-dimensional sensitivity analysis. The cut-off diameter d50 was selected as the main objective function. The analysis covered joint variations of six key geometric and operational para- meters. As a result, the investigated factors were quantitatively ranked by their impact on fractional efficiency. The approach also revealed hidden masking effects and localized regions of non-linear system behavior during the vortex interaction. A comprehensive technical and economic criterion was introduced to evaluate the apparatus performance. This approach establishes a mathematical foundation for subsequent multi-objective optimization of the separator geometry. The resulting Pearson and Spearman correlation matrices confirm a predominantly monotonic response of the system within the studied ranges. These matrices define the validity boundaries for future continuous surrogate modeling.</p></abstract><kwd-group xml:lang="en"><kwd>computational fluid dynamics</kwd><kwd>turbulence</kwd><kwd>Counter Swirling Flows</kwd><kwd>dust particle dynamics</kwd><kwd>separation efficiency</kwd><kwd>cyclone dust collectors</kwd></kwd-group><kwd-group xml:lang="ru"><kwd>циклонные пылеуловители</kwd><kwd>вычислительная газодинамика</kwd><kwd>турбулентность</kwd><kwd>встречные закрученные потоки</kwd><kwd>динамика пылевых частиц</kwd><kwd>эффективность сепарации</kwd></kwd-group><funding-group><funding-statement xml:lang="en">The work was supported by the Ministry of Science and Higher Education of the Russian Federation (project FZUU-2026-0005).</funding-statement></funding-group></article-meta></front><back><ref-list><ref id="ref1"><mixed-citation publication-type="other" xml:lang="en">Azarov V.N., Azarov D.V. Dust Collectors with Counter-Swirling Flows. Volgograd, Izd-vo VolgGTU, 2020. 140 p.</mixed-citation></ref><ref id="ref2"><mixed-citation publication-type="other" xml:lang="en">Belousov A.S., Ovsyannikov D.A., Abramin V.Yu. Modeling and Analysis of Spatial Two-Phase Streams with a Swirled Flow. Izvestiya Vysshikh Uchebnykh Zavedenii. Seriya: Teknologiya Tekstilnoi Promyshlennosti, 2021, no. 5 (395), pp. 212-217.</mixed-citation></ref><ref id="ref3"><mixed-citation publication-type="other" xml:lang="en">Belousov A.S., Ovsyannikov D.A. Checking Turbulent Flow Models for Applied Technological Calculations. Izvestiya Vysshikh Uchebnykh Zavedenii. Seriya: Teknologiya Tekstilnoi Promyshlennosti, 2024, no. 4 (412), pp. 195-200.</mixed-citation></ref><ref id="ref4"><mixed-citation publication-type="other" xml:lang="en">Belyaeva G.I., Ziganshin M.G. Numerical Modeling of Two-Phase Flows in Structurally Complex Air Cleaning Devices. Safety and Reliability of Power Industry, 2025, vol. 18, no. 2, pp. 122-130.</mixed-citation></ref><ref id="ref5"><mixed-citation publication-type="other" xml:lang="en">Meskhi B.C., Evtushenko A.I., Borovkov D.P. Technical Solutions to Reduce the Amount of Dust Particle Breakthrough When Cleaning Emissions from the Production of Reinforced Concrete Products Using Dust Collectors with Counter Swirling Flows. Safety of Technogenic and Natural Systems, 2023, vol. 7, no. 4, pp. 7-19. DOI: 10.23947/2541-9129-2023-7-4-7-19</mixed-citation></ref><ref id="ref6"><mixed-citation publication-type="other" xml:lang="en">Misyulya D.I., Kuzmin V.V., Markov V.A. Comparative Analysis of Technical Characteristics of Cyclone Dust Collectors. Trudy BGTU. Seriya 3. Khimiya i tekhnologiya neorganicheskikh veshchestv, 2012, no. 3, pp. 154-163.</mixed-citation></ref><ref id="ref7"><mixed-citation publication-type="other" xml:lang="en">Azarov V.N., Sergina N.M., Ostaali M., Sakharova A.A., Kopeykina A.A. About Some Features of the Layout of Dust Cleaning Systems with Vortex Inertial Devices with Counter-Swirling Flows. Engineering Journal of Don, 2019, vol. 52, no. 1, article ID: 5569.</mixed-citation></ref><ref id="ref8"><mixed-citation publication-type="other" xml:lang="en">Polieftova A.P., Sedlyarov O.I., Otrubyannikov E.V., Veshneva N.V., Aparushkina M.A. Numerical Approaches to the Study of Cyclone Separators. Industrial Processes and Technologies, 2025, vol. 5, no. 1 (15), pp. 78-99. DOI: 10.37816/2713-0789-2025-5-1(15)-78-99</mixed-citation></ref><ref id="ref9"><mixed-citation publication-type="other" xml:lang="en">Belousov A.S., Golovanov V.V., Vinogradov A.A., Safonov S.G. Calculation of Cleaning Efficiency in Cyclones. Dizajn i tehnologii, 2018, no. 68 (110), pp. 62-69.</mixed-citation></ref><ref id="ref10"><mixed-citation publication-type="other" xml:lang="en">Sergina N.M., Panzheva L.S., Labutina S.D. On the Issue of Choosing Dust-Collecting Equipment for Woodworking Industries. Bulletin of Volgograd State University of Architecture and Civil Engineering. Series: Civil Engineering and Architecture, 2023, no. 1 (90), pp. 183-193.</mixed-citation></ref><ref id="ref11"><mixed-citation publication-type="other" xml:lang="en">Sergina N.M., Makhov I.D., Rubtsova V.N. Increasing the Efficiency of Dust Collection Systems in Gypsum Production. Engineering Journal of Don, 2023, no. 7 (103), pp. 325-332.</mixed-citation></ref><ref id="ref12"><mixed-citation publication-type="other" xml:lang="en">Zhukova N.S., Semenova E.A., Azarov D.V., Azarov A.V. Systems of Aspiration with Vortex Dedusters to Counterclaims Twirled Flow as Collective Means of Protection of Workers from Dust. Modern Science and Innovations, 2016, no. 1, pp. 88-92.</mixed-citation></ref><ref id="ref13"><mixed-citation publication-type="other" xml:lang="en">Zinurov V.E., Dmitriev A.V., Bikkulov R.Ya., Dmitrieva O.S., Abdullina A.A. Comparison of Technical Characteristics of a Multi-Vortex Separator with Cyclones of Various Modifications. Power Engineering: Research, Equipment, Technology, 2023, vol. 25, no. 3, pp. 117-127. DOI: 10.30724/1998-9903-2023-25-3-117-127</mixed-citation></ref><ref id="ref14"><mixed-citation publication-type="other" xml:lang="en">Azarov V.N., Lukanin D.V., Gladkov E.V., Sidyakin P.A., Shulga S.V. Experimental Researches Regimes of Dust Collector on the Counter Swirling Flows Depending on the Length of the Secondary Flow Pipe. Modern Science and Innovations, 2013, no. 2 (2), pp. 19-29.</mixed-citation></ref><ref id="ref15"><mixed-citation publication-type="other" xml:lang="en">Phromphan P., Suvisuthikasame J., Kaewmongkol M., Chanpichitwanich W., Sleesongsom S. A New Latin Hypercube Sampling with Maximum Diversity Factor for Reliability-Based Design Optimization of HLM. Symmetry, 2024, vol. 16, no. 7, article ID: 901. DOI: 10.3390/sym16070901</mixed-citation></ref><ref id="ref16"><mixed-citation publication-type="other" xml:lang="en">Tang S., Ibrahim M.D., Rigit A.R.H., Zhang W., Wei C. A Systematic Review of Coal Mine Dust Suppression Methods Based on Numerical simulations and Experimental Investigations. International Journal of Engineering and Technology Innovation, 2024, vol. 15, no. 3, pp. 237-253. DOI: 10.46604/ijeti.2024.14818</mixed-citation></ref><ref id="ref17"><mixed-citation publication-type="other" xml:lang="en">Ayl E., Kocak E. A Comprehensive Review of Cyclone Separator Technology. The Canadian Journal of Chemical Engineering, 2025, vol. 103, pp. 2751-2789. DOI: 10.1002/cjce.25526</mixed-citation></ref><ref id="ref18"><mixed-citation publication-type="other" xml:lang="en">Azarov A., Zhukova N., Startseva Y. Combined Pneumatic Cleaning and Aspiration System Using Vortex Dust Collectors. IOP Conference Series: Materials Science and Engineering, 2019, vol. 698, no. 5, article ID: 055034. DOI: 10.1088/1757-899X/698/5/055034</mixed-citation></ref><ref id="ref19"><mixed-citation publication-type="other" xml:lang="en">Bu T., Mesa D., Brito-Parada P.R. Design Strategies for Miniaturised Liquid-Liquid Separators – A Critical Review. Chemical Engineering Journal, 2024, vol. 495, article ID: 153036. DOI: 10.1016/j.cej.2024.153036</mixed-citation></ref><ref id="ref20"><mixed-citation publication-type="other" xml:lang="en">Romanyuk R.V., Lagutkin M.G., Danilenko N.V., Baranov D.A. Calculation of Flow Characteristics and Separation Coefficients of a Vortex Dust Collector of a New Design. Chemical and Petroleum Engineering, 2023, vol. 59, no. 1-2, pp. 12-18. DOI: 10.1007/s10556-023-01198-w</mixed-citation></ref><ref id="ref21"><mixed-citation publication-type="other" xml:lang="en">Chlebnikovas A. Experimental Study of Fine Particle Separation in a Multichannel Cyclone with Curvilinear Design and Theoretical Assessment Under Harsh Microclimatic Conditions. Separations, 2026, vol. 13, no. 2, article ID: 158. DOI: 10.3390/separations13020158</mixed-citation></ref><ref id="ref22"><mixed-citation publication-type="other" xml:lang="en">Kumar M., Deshpande H., Bhosale S., Majumder H., Kumar C.S., Kebede A.W., Shakaib M. Computational Evaluation of Fluid Flow Influencing Geometrical Parameters of Cyclone Separator for Cement Kiln. PLoS One, 2026, vol. 21, no. 6, article ID: e0342112. DOI: 10.1371/journal.pone.0342112</mixed-citation></ref><ref id="ref23"><mixed-citation publication-type="other" xml:lang="en">Zhou W., Meng M., Li M., Yang X. Construction of Space-Filling Asymmetrical Marginally Coupled Designs. Entropy, 2025, vol. 27, no. 12, article ID: 1256. DOI: 10.3390/e27121256</mixed-citation></ref><ref id="ref24"><mixed-citation publication-type="other" xml:lang="en">Hornicka K., Durcansky P., Pilat P., Patsch M. Cyclone Filters in Automotive Production: A Review. Applied Sciences, 2026, vol. 16, no. 13, article ID: 6293. DOI: 10.3390/app16136293</mixed-citation></ref><ref id="ref25"><mixed-citation publication-type="other" xml:lang="en">El-Emam M.A., Zhou L., Yasser E. Numerical Investigation of Cyclone Separators: Physical Mechanisms and Theoretical algorithms. ChemBioEng Reviews, 2024, vol. 11, no. 2, pp. 299-338. DOI: 10.1002/cben.202300052</mixed-citation></ref><ref id="ref26"><mixed-citation publication-type="other" xml:lang="en">El-Emam M.A., Hu Z., Zhou L. Separation Enhancement of Conventional and Square Cyclones Through the Tailored Inlet and Vortex Finder Configurations Using Different Particle Characteristics. Experimental and computational Multiphase Flow, 2026, vol. 8, no. 1, pp. 103-138. DOI: 10.1007/s42757-024-0231-0</mixed-citation></ref><ref id="ref27"><mixed-citation publication-type="other" xml:lang="en">Qiu Z., Zhou L., Bai L., El-Emam M.A., Agarwal R. Empirical and Numerical Advancements in Gas-Liquid Separation Technology: A Review. Geoenergy Science and Engineering, 2024, vol. 233, article ID: 212577. DOI: 10.1016/j.geoen.2023.212577</mixed-citation></ref><ref id="ref28"><mixed-citation publication-type="other" xml:lang="en">Azarov V.N., Lukanin D.V., Borovkov D.P., Redhwan A. Experimental Study of Secondary Swirling Flow Influence on Flows Structure at Separation Chamber Inlet of Dust Collector with Counter Swirling Flows. International Review of Mechanical Engineering, 2014, vol. 8, no. 5, pp. 851-856. DOI: 10.18280/ireme.v8i5.4851</mixed-citation></ref><ref id="ref29"><mixed-citation publication-type="other" xml:lang="en">Cui H., Chen J.Y., Wu X.J., Cao M.Q., Yanga L.X., Fan X.Q., Wei Y.D. Experimental Study on the Instability Characteristics of the Top Ash Ring in the Cyclone Separator. Separation and Purification Technology, 2025, vol. 355, article ID: 129549. DOI: 10.1016/j.seppur.2024.03288X</mixed-citation></ref><ref id="ref30"><mixed-citation publication-type="other" xml:lang="en">Pitak I., Briankin S., Pitak O., Shaporev V., Petrukhin S. Influence of the Inlet Flow Swirler Construction on Hydrodynamics and Efficiency of Work. Technology Audit and Production Reserves, 2017, vol. 5, no. 3 (37), pp. 14-22. DOI: 10.15587/2312-8372.2017.112786</mixed-citation></ref><ref id="ref31"><mixed-citation publication-type="other" xml:lang="en">Joseph V.R. Space-Filling Designs for Computer Experiments: A Review. Quality Engineering, 2016, vol. 28, no. 1, pp. 28-35. DOI: 10.1080/08982112.2015.1100450</mixed-citation></ref><ref id="ref32"><mixed-citation publication-type="other" xml:lang="en">Koshkarev S., Azarov V., Azarov D. The Decreasing Dust Emissions of Aspiration Schemes Appliing a Fluidized Granular Particulate Material Bed Separator at the Building Construction Factories. Procedia Engineering, 2016, vol. 165, pp. 1070-1079. DOI: 10.1016/j.proeng.2016.11.821</mixed-citation></ref><ref id="ref33"><mixed-citation publication-type="other" xml:lang="en">Kuznetsov S.I., Mikhailik V.D., Rusanov S.A. Modeling of the Hydrodynamics of a Cyclonic Rotational Dust Collector of Increased Efficiency. Journal of Engineering Physics and Thermophysics, 2012, vol. 85, no. 2, pp. 349-355. DOI: 10.1007/s10891-012-0665-x</mixed-citation></ref><ref id="ref34"><mixed-citation publication-type="other" xml:lang="en">Loeppky J.L., Sacks J., Welch W.J. Choosing the Sample Size of a Computer Experiment: A Practical Guide. Technometrics, 2009, vol. 51, no. 4, pp. 366-376. DOI: 10.1198/TECH.2009.08040</mixed-citation></ref><ref id="ref35"><mixed-citation publication-type="other" xml:lang="en">Logachev I.N., Logachev K.I. Industrial Air Quality and Ventilation: Controlling Dust Emissions. CRC Press, 2014. 393 p.</mixed-citation></ref><ref id="ref36"><mixed-citation publication-type="other" xml:lang="en">Mabaso N., Coetzer R.L.J., Liebenberg S.C. Selection of Initial Points Using Latin Hypercube Sampling for Active Learning. Statistics, Optimization and Information Computing, 2026, vol. 15, no. 3, pp. 1664-1691. DOI: 10.19139/soic-v15i3-2688</mixed-citation></ref><ref id="ref37"><mixed-citation publication-type="other" xml:lang="en">Madaliev M., Usmanov A., Usmonova N. Numerical Study of the Efficiency of Single and Group Centrifugal Cyclones. E3S Web of Conferences, 2023, vol. 452, article ID: 06016. DOI: 10.1051/e3sconf/202345206016</mixed-citation></ref><ref id="ref38"><mixed-citation publication-type="other" xml:lang="en">McKay M.D., Beckman R.J., Conover W.J. A Comparison of Three Methods for Selecting Values of Input Variables in the Analysis of Output from a Computer Code. Technometrics, 1979, vol. 21, no. 2, pp. 239-245. DOI: 10.1080/00401706.1979.10489755</mixed-citation></ref><ref id="ref39"><mixed-citation publication-type="other" xml:lang="en">Misiulia D., Liden G., Antonyuk S. Cyclone Dimensionless Pressure Drop, Cut Size, and Separation Slope: One Dimensionless Number (Reynolds) to Rule Them All. Particuology, 2024, vol. 95, pp. 235-251. DOI: 10.1016/j.partic.2024.03.013</mixed-citation></ref><ref id="ref40"><mixed-citation publication-type="other" xml:lang="en">Misiulia D., Liden G., Antonyuk S. Secondary Lip Flow in a Cyclone Separator. Flow, Turbulence and Combustion, 2023, vol. 110, no. 3, pp. 581-600. DOI: 10.1007/s10494-023-00403-9</mixed-citation></ref><ref id="ref41"><mixed-citation publication-type="other" xml:lang="en">Navid A., Khalilarya S., Abbasi M. Diesel Engine Optimization with Multi-Objective Performance Characteristics by Non-Evolutionary Nelder-Mead algorithm: Sobol Sequence and Latin Hypercube Sampling Methods Comparison in DoE Process. Fuel, 2018, vol. 228, pp. 349-367. DOI: 10.1016/j.fuel.2018.05.006</mixed-citation></ref><ref id="ref42"><mixed-citation publication-type="other" xml:lang="en">Chen J., Chen Y., Zhang L., Zhao B., Li Y. Numerical Simulation of a Novel Secondary Separation Cyclone. Processes, 2025, vol. 13, no. 8, p. 1874. DOI: 10.3390/pr13081874</mixed-citation></ref><ref id="ref43"><mixed-citation publication-type="other" xml:lang="en">Wang B., Xu D.L., Chu K.W., Yu A.B. Numerical Study of Gas-Solid Flow in a Cyclone Separator. Applied Mathematical Modelling, 2006, vol. 30, no. 11, pp. 1326-1342. DOI: 10.1016/j.apm.2006.03.012</mixed-citation></ref><ref id="ref44"><mixed-citation publication-type="other" xml:lang="en">Madaliev M., Abdulkhaev Z., Khusanov Y., Mirzababayeva S., Abobakirova Z. Numerical Study of Highly Efficient Centrifugal Cyclones. Acta Hydrotechnica, 2025, pp. 143-157. DOI: 10.15292/acta.hydro.2024.08</mixed-citation></ref><ref id="ref45"><mixed-citation publication-type="other" xml:lang="en">Azarov V.N., Stefanenko I.V., Borovkov D.P., Majd O. Optimization of Design Parameters of Dust Collectors with Counter-Current Swirling Flows in the Systems of Dedusting Ventilation. International Review of Mechanical Engineering, 2018, vol. 12, no. 8, pp. 721-725. DOI: 10.18280/ireme.120807</mixed-citation></ref><ref id="ref46"><mixed-citation publication-type="other" xml:lang="en">Puring S., Vatusov D., Turin N. Design Features of Vortex Dust Collectors. MATEC Web of Conferences, 2017, vol. 117, article ID: 00142. DOI: 10.1051/matecconf/201711700142</mixed-citation></ref><ref id="ref47"><mixed-citation publication-type="other" xml:lang="en">James M.C., Edwards T.L., Matthews T., Bradley A.T., O’Neill J., Zekollari H. Quantifying the Role of Parametric Uncertainty in Projections of Large-Scale Glacier Change. EGUsphere (preprint), 2026 DOI: 10.5194/egusphere-2026-2069</mixed-citation></ref><ref id="ref48"><mixed-citation publication-type="other" xml:lang="en">Li B., Gao L., Li Y., Zhu K., Fu Z., Xu S., Li M. Review on the Optimal Design of Cyclone Separator: Theory, Methodology, and Applications. Frontiers in Heat and Mass Transfer, 2026, vol. 24, no. 3, pp. 1-10. DOI: 10.32604/fhmt.2025.060167</mixed-citation></ref><ref id="ref49"><mixed-citation publication-type="other" xml:lang="en">Sakin A., Karagoz I., Avci A. A Computational Comparison of Flow and Pressure Fields in Axial and Reverse Flow Cyclone Separators. International Journal of Computational and Experimental Science and Engineering, 2017, vol. 3, no. 2, pp. 20-25.</mixed-citation></ref><ref id="ref50"><mixed-citation publication-type="other" xml:lang="en">Savin E.S., Khoperskov A.V. Comparative Analysis of Turbulent Models for Gas Flow Dynamics in Cyclone Separators. Technologies, 2026, vol. 14, no. 5, article ID: 282. DOI: 10.3390/technologies14050282</mixed-citation></ref><ref id="ref51"><mixed-citation publication-type="other" xml:lang="en">Savin E.S., Khoperskov A.V. Review of Computational Models for Cyclone-Type Dust Collectors. Mathematical Physics and Computer Simulation, 2025, vol. 28, no. 3, pp. 54-106. DOI: 10.15688/mpcm.jvolsu.2025.3.5</mixed-citation></ref><ref id="ref52"><mixed-citation publication-type="other" xml:lang="en">Stefanenko I.V., Azarov V.N., Borovkov D.P. Experimental Optimization of Dust Collecting Equipment Parameters of Counter Swirling Flow with Coaxial Leadthrough for Air Ventilation System and Dust Elimination. IOP Conference Series: Earth and Environmental Science, 2019, vol. 224, article ID: 012037. DOI: 10.1088/1755-1315/224/1/012037</mixed-citation></ref><ref id="ref53"><mixed-citation publication-type="other" xml:lang="en">Cao Q., Yang Y., Wang Y., Xiong K., Zhu N., Cui Y., Zhang Y., Li S. Synergistic Optimization of Filter Bag Arrangement and Shape for Vortex Suppression Flow Equalization and Resistance Reduction in a Straight-Through Baghouse Dust Collector. Journal of Cleaner Production, 2026, vol. 559, article ID: 148313. DOI: 10.1016/j.jclepro.2025.148313</mixed-citation></ref><ref id="ref54"><mixed-citation publication-type="other" xml:lang="en">Tan J., He Z., Wang X. Estimating Expected Shortfall via Hilbert Space-Filling Curve Sampling with Confidence Intervals. Journal of Computational and Applied Mathematics, 2026, vol. 487, article ID: 117750. DOI: 10.1016/j.cam.2025.117750</mixed-citation></ref><ref id="ref55"><mixed-citation publication-type="other" xml:lang="en">Sakharova A.A., Sorokin A.Y., Azarov D.V., Lupinogin V.V. The Effectiveness of the Dust Particles of the Flask in the Apparatus of Counter-Swirling Flows. IOP Conference Series: Materials Science and Engineering, 2021, vol. 1083, no. 1, article ID: 012099. DOI: 10.1088/1757-899X/1083/1/012099</mixed-citation></ref><ref id="ref56"><mixed-citation publication-type="other" xml:lang="en">Wang C., Ma Y., Sui W. The Secondary Flows in a Cyclone Separator: A Review. Processes, 2023, vol. 11, no. 10, article ID: 2935. DOI: 10.3390/pr11102935</mixed-citation></ref><ref id="ref57"><mixed-citation publication-type="other" xml:lang="en">Zhukova N.S., Kondratenko T.O., Shibakov V.A. Analysis of Structural Elements of Vortex Dust Collector with Colliding Twisted Flows in Engineering and Environmental Systems. Alternative Energy and Ecology, 2014, no. 1, pp. 36-38.</mixed-citation></ref></ref-list></back></article>
