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<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="ru"><front><journal-meta><journal-id journal-id-type="publisher-id">Obrabotka Metallov / Metal Working and Material Science</journal-id><journal-title-group><journal-title xml:lang="en">Obrabotka Metallov / Metal Working and Material Science</journal-title><trans-title-group xml:lang="ru"><trans-title>Обработка металлов (технология • оборудование • инструменты)</trans-title></trans-title-group></journal-title-group><issn publication-format="print">1994-6309</issn><issn publication-format="electronic">2541-819X</issn><publisher><publisher-name xml:lang="en">Новосибирский государственный технический университет</publisher-name></publisher></journal-meta><article-meta><article-id pub-id-type="publisher-id">462663</article-id><article-id pub-id-type="doi">10.17212/1994-6309-2026-28.3-29-43</article-id><article-id pub-id-type="edn">FHCIJI</article-id><article-categories><subj-group subj-group-type="toc-heading" xml:lang="en"><subject>TECHNOLOGY</subject></subj-group><subj-group subj-group-type="toc-heading" xml:lang="ru"><subject>ТЕХНОЛОГИЯ</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">Analytical assessment of the processing productivity of complex workpieces based on Markov models</article-title><trans-title-group xml:lang="ru"><trans-title>Аналитическая оценка производительности обработки комплексных заготовок на основе марковских моделей</trans-title></trans-title-group></title-group><contrib-group><contrib contrib-type="author"><contrib-id contrib-id-type="orcid">https://orcid.org/0009-0008-2528-881X</contrib-id><contrib-id contrib-id-type="scopus">58347594300</contrib-id><contrib-id contrib-id-type="researcherid">IUO-0330-2023</contrib-id><contrib-id contrib-id-type="spin">4427-9047</contrib-id><name-alternatives><name xml:lang="ru"><surname>Невар</surname><given-names>Галина Валерьевна</given-names></name><name xml:lang="en"><surname>Nevar</surname><given-names>Galina V.</given-names></name></name-alternatives><address><country country="RU">Russian Federation</country></address><bio xml:lang="ru"><p>старший преподаватель</p></bio><bio xml:lang="en"><p>Senior Lecturer</p></bio><email>GVNevar@sevsu.ru</email><xref ref-type="aff" rid="aff1"/></contrib><contrib contrib-type="author"><contrib-id contrib-id-type="orcid">https://orcid.org/0000-0003-2040-2560</contrib-id><contrib-id contrib-id-type="scopus">57190968483</contrib-id><contrib-id contrib-id-type="researcherid">W-6967-2018</contrib-id><contrib-id contrib-id-type="spin">9785-6874</contrib-id><name-alternatives><name xml:lang="ru"><surname>Рощупкин</surname><given-names>Станислав Иванович</given-names></name><name xml:lang="en"><surname>Roshchupkin</surname><given-names>Stanislav</given-names></name></name-alternatives><address><country country="RU">Russian Federation</country></address><bio xml:lang="ru"><p>канд. техн. наук, доцент</p></bio><bio xml:lang="en"><p>Ph.D. (Engineering), Associate Professor</p></bio><email>st.roshchupkin@yandex.ru</email><xref ref-type="aff" rid="aff1"/></contrib><contrib contrib-type="author"><contrib-id contrib-id-type="orcid">https://orcid.org/0000-0002-9033-1174</contrib-id><contrib-id contrib-id-type="scopus">57190961420</contrib-id><contrib-id contrib-id-type="researcherid">Y-3645-2018</contrib-id><contrib-id contrib-id-type="spin">1450-6415</contrib-id><name-alternatives><name xml:lang="ru"><surname>Братан</surname><given-names>Сергей Михайлович</given-names></name><name xml:lang="en"><surname>Bratan</surname><given-names>Sergey</given-names></name></name-alternatives><address><country country="RU">Russian Federation</country></address><bio xml:lang="ru"><p>доктор технических наук, профессор</p></bio><bio xml:lang="en"><p>D.Sc. (Engineering), Professor</p></bio><email>serg.bratan@gmail.com</email><xref ref-type="aff" rid="aff1"/></contrib><contrib contrib-type="author"><contrib-id contrib-id-type="orcid">https://orcid.org/0000-0003-1704-9380</contrib-id><contrib-id contrib-id-type="scopus">57197733947</contrib-id><contrib-id contrib-id-type="spin">2190-8318</contrib-id><name-alternatives><name xml:lang="ru"><surname>Харченко</surname><given-names>Александр Олегович</given-names></name><name xml:lang="en"><surname>Kharchenko</surname><given-names>Alexander</given-names></name></name-alternatives><address><country country="RU">Russian Federation</country></address><bio xml:lang="en"><p>Ph.D. (Engineering), Professor</p></bio><bio xml:lang="ru"><p>канд. техн. наук, профессор</p></bio><email>khao@list.ru</email><xref ref-type="aff" rid="aff1"/></contrib></contrib-group><aff-alternatives id="aff1"><aff><institution xml:lang="ru">Севастопольский государственный университет</institution></aff><aff><institution xml:lang="en">Sevastopol State University</institution></aff></aff-alternatives><content-language>ru</content-language><content-language>en</content-language><volume>28</volume><issue>3</issue><issue-title xml:lang="ru">ТОМ 28, №3 (2026)</issue-title><issue-title xml:lang="en">VOL 28, NO3 (2026)</issue-title><fpage>29</fpage><lpage>43</lpage><history><date date-type="received" iso-8601-date="2026-06-01"><day>01</day><month>06</month><year>2026</year></date></history><permissions><copyright-statement xml:lang="en">Copyright ©; 2026, Nevar G.V., Roshchupkin S.I., Bratan S.M., Kharchenko A.O.</copyright-statement><copyright-statement xml:lang="ru">Copyright ©; 2026, Невар Г.В., Рощупкин С.И., Братан С.М., Харченко А.О.</copyright-statement><copyright-year>2026</copyright-year><copyright-holder xml:lang="en">Nevar G.V., Roshchupkin S.I., Bratan S.M., Kharchenko A.O.</copyright-holder><copyright-holder xml:lang="ru">Невар Г.В., Рощупкин С.И., Братан С.М., Харченко А.О.</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/">https://creativecommons.org/licenses/by/4.0</ali:license_ref></license></permissions><self-uri xlink:href="https://journals.rcsi.science/1994-6309/article/view/462663">https://journals.rcsi.science/1994-6309/article/view/462663</self-uri><abstract xml:lang="en"><p><bold>Introduction.</bold> In multi‑product manufacturing, loading, unloading, and auxiliary movements of equipment components contribute significantly to the overall processing cycle time. It is hypothesized that transitioning from the processing of individual simple workpieces to complex workpieces – combining several parts in a single unit – can reduce unproductive time expenditures. However, existing analytical approaches do not provide a quantitative assessment of the productivity gain while accounting for the probabilistic nature of transitions between technological states. <bold><italic>Purpose of the work</italic></bold><bold> </bold>is to develop analytical expressions for evaluating the productivity of a technological system when processing simple and complex workpieces on the basis of <italic>Markov</italic> models. The research objective is to establish a correspondence between the time parameters of conventional time‑and‑motion study (technical rating) and the transition intensities in a <italic>Markov</italic> chain, and to derive a formula for the relative gain. The technological process is represented as a directed graph, with transitions between states specified by intensities. <bold>The research methods</bold> include mathematical modeling based on the fundamental principles of <italic>Markov</italic> process theory, numerical simulation in the <italic>Maple</italic> environment, and the principles of group parts processing theory. <bold>Results and discussion.</bold> The developed mathematical models enable quantitative estimation of the fractions of time that the technological system spends in the states of loading, processing, auxiliary movements, and unloading. The analytical relationships obtained directly relate productivity to the transition intensities between states. It is shown that the key states determining processing efficiency are loading, unloading, and auxiliary movements. Numerical simulations performed in the Maple environment confirmed the validity of the derived formulas. The results obtained demonstrate the potential of the proposed approach for the analytical assessment of the processing productivity of complex workpieces. The derived expressions are valid for a wide range of surface configurations and can be used to calculate the gain achieved when combining an arbitrary number of parts.</p></abstract><trans-abstract xml:lang="ru"><p><bold>Введение.</bold> В условиях многономенклатурного производства операции загрузки, разгрузки и вспомогательных перемещений узлов оборудования вносят значительный вклад в длительность технологического цикла. Предполагается, что при переходе от обработки отдельных простых заготовок к комплексным, объединяющим несколько деталей в одном блоке, может быть достигнуто сокращение непроизводительных временных затрат. Однако существующие аналитические подходы не позволяют количественно оценить выигрыш в производительности с учетом вероятностного характера переходов между технологическими состояниями. <bold><italic>Цель работы</italic>:</bold> разработка аналитических выражений для оценки производительности технологической системы при обработке простых и комплексных заготовок на основе марковских моделей. <bold><italic>Задачей</italic></bold><italic> </italic><bold><italic>исследования</italic></bold> является установление соответствия между временными параметрами классического технормирования и интенсивностями переходов в марковской цепи, а также вывод формулы для относительного выигрыша. В работе технологический процесс представлен ориентированным графом, переходы между состояниями которого заданы интенсивностями. <bold>Методы</bold> <bold>исследования:</bold> математическое моделирование с использованием основных положений теории марковских процессов, численное моделирование в среде Maple, а также положения теории групповой обработки деталей. <bold>Результаты и обсуждение.</bold> Разработанные математические модели позволяют количественно оценить доли времени, которые технологическая система проводит в состояниях загрузки, обработки, вспомогательных перемещений и разгрузки. Полученные аналитические зависимости связывают производительность непосредственно с интенсивностями переходов между состояниями. Показано, что ключевыми состояниями, определяющими эффективность обработки, являются загрузка, разгрузка и вспомогательные перемещения. Выполнено численное моделирование в среде Maple, результаты которого подтвердили справедливость полученных формул. Представленные результаты подтверждают перспективность развиваемого подхода к аналитической оценке производительности обработки комплексных заготовок. Полученные выражения справедливы для широкого диапазона номенклатуры поверхностей и могут быть использованы для расчета выигрыша при объединении произвольного количества деталей.</p></trans-abstract><kwd-group xml:lang="ru"><kwd>Марковские процессы</kwd><kwd>Интенсивности переходов</kwd><kwd>Производительность</kwd><kwd>Комплексные заготовки</kwd><kwd>Предельные вероятности</kwd></kwd-group><kwd-group xml:lang="en"><kwd>Markov processes</kwd><kwd>Transition intensities</kwd><kwd>Productivity</kwd><kwd>Complex workpiece</kwd><kwd>Limit probabilities</kwd></kwd-group><funding-group/></article-meta></front><body></body><back><ref-list><ref id="B1"><label>1.</label><citation-alternatives><mixed-citation xml:lang="en">Korsakov V.S. 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