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    <journal-meta>
      <journal-id journal-id-type="issn">2411-3336</journal-id>
      <journal-id journal-id-type="eissn">2541-9404</journal-id>
      <journal-title-group>
        <journal-title xml:lang="ru">Записки Горного института</journal-title>
        <journal-title xml:lang="en">Journal of Mining Institute</journal-title>
      </journal-title-group>
      <publisher>
        <publisher-name xml:lang="ru">Санкт-Петербургский горный университет императрицы Екатерины ΙΙ</publisher-name>
        <publisher-name xml:lang="en">Empress Catherine II Saint Petersburg Mining University</publisher-name>
      </publisher>
    </journal-meta>
    <article-meta>
      <article-id custom-type="edn" pub-id-type="custom">QIUTHS</article-id>
      <article-id custom-type="pmi" pub-id-type="custom">pmi-16728</article-id>
      <article-id pub-id-type="uri">https://pmi.spmi.ru/pmi/article/view/16728</article-id>
      <article-categories>
        <subj-group subj-group-type="section-heading" xml:lang="ru">
          <subject>Геотехнология и инженерная геология</subject>
        </subj-group>
        <subj-group subj-group-type="section-heading" xml:lang="en">
          <subject>Geotechnical Engineering and Engineering Geology</subject>
        </subj-group>
      </article-categories>
      <title-group>
        <article-title xml:lang="en">Ontological modeling and management of digital transformation of mining enterprises architecture</article-title>
        <trans-title-group xml:lang="ru">
          <trans-title>Онтологическое моделирование и управление цифровой трансформацией архитектуры горно-добывающих предприятий</trans-title>
        </trans-title-group>
      </title-group>
      <contrib-group>
        <contrib contrib-type="author" corresp="yes">
          <name name-style="eastern">
            <surname>Deryabin</surname>
            <given-names>Sergei A.</given-names>
          </name>
          <name-alternatives>
            <name name-style="eastern" xml:lang="ru">
              <surname>Дерябин</surname>
              <given-names>С. А.</given-names>
            </name>
            <name name-style="western" xml:lang="en">
              <surname>Deryabin</surname>
              <given-names>Sergei A.</given-names>
            </name>
          </name-alternatives>
          <email>deryabin.sa@misis.ru</email>
          <contrib-id contrib-id-type="orcid">0000-0003-3165-7032</contrib-id>
          <xref ref-type="aff" rid="aff1"/>
        </contrib>
        <aff-alternatives id="aff1">
          <aff>
            <institution xml:lang="ru">Национальный исследовательский технологический университет «МИСиС» (Москва, Россия)</institution>
          </aff>
          <aff>
            <institution xml:lang="en">National University of Science and Technology “MISiS” (Moscow, Russia)</institution>
          </aff>
        </aff-alternatives>
        <contrib contrib-type="author">
          <name name-style="eastern">
            <surname>Temkin</surname>
            <given-names>Igor O.</given-names>
          </name>
          <name-alternatives>
            <name name-style="eastern" xml:lang="ru">
              <surname>Темкин</surname>
              <given-names>И. О.</given-names>
            </name>
            <name name-style="western" xml:lang="en">
              <surname>Temkin</surname>
              <given-names>Igor O.</given-names>
            </name>
          </name-alternatives>
          <email>temkin.io@misis.ru</email>
          <contrib-id contrib-id-type="orcid">0000-0001-8150-6529</contrib-id>
          <xref ref-type="aff" rid="aff2"/>
        </contrib>
        <aff-alternatives id="aff2">
          <aff>
            <institution xml:lang="ru">Национальный исследовательский технологический университет «МИСиС» (Москва, Россия)</institution>
          </aff>
          <aff>
            <institution xml:lang="en">National University of Science and Technology “MISiS” (Moscow, Russia)</institution>
          </aff>
        </aff-alternatives>
      </contrib-group>
      <pub-date pub-type="epub" iso-8601-date="2025-10-09">
        <day>09</day>
        <month>10</month>
        <year>2025</year>
      </pub-date>
      <pub-date date-type="collection">
        <year>2025</year>
      </pub-date>
      <volume>275</volume>
      <fpage>130</fpage>
      <lpage>144</lpage>
      <history>
        <date date-type="received" iso-8601-date="2025-04-15">
          <day>15</day>
          <month>04</month>
          <year>2025</year>
        </date>
        <date date-type="accepted" iso-8601-date="2025-09-18">
          <day>18</day>
          <month>09</month>
          <year>2025</year>
        </date>
        <date date-type="rev-recd" iso-8601-date="2025-10-31">
          <day>31</day>
          <month>10</month>
          <year>2025</year>
        </date>
      </history>
      <permissions>
        <copyright-statement xml:lang="ru">© 2025 С. А. Дерябин, И. О. Темкин</copyright-statement>
        <copyright-statement xml:lang="en">© 2025 Sergei A. Deryabin, Igor O. Temkin</copyright-statement>
        <copyright-year>2025</copyright-year>
        <copyright-holder xml:lang="ru">С. А. Дерябин, И. О. Темкин</copyright-holder>
        <copyright-holder xml:lang="en">Sergei A. Deryabin, Igor O. Temkin</copyright-holder>
        <license license-type="open-access" xlink:href="http://creativecommons.org/licenses/by/4.0" xml:lang="ru">
          <license-p>Эта статья доступна по лицензии Creative Commons Attribution 4.0 International (CC BY 4.0)</license-p>
        </license>
        <license license-type="open-access" xlink:href="http://creativecommons.org/licenses/by/4.0" xml:lang="en">
          <license-p>This article is licensed under a Creative Commons Attribution 4.0 International License (CC BY 4.0)</license-p>
        </license>
      </permissions>
      <self-uri xlink:type="simple" xlink:href="https://pmi.spmi.ru/pmi/article/view/16728">https://pmi.spmi.ru/pmi/article/view/16728</self-uri>
      <abstract xml:lang="ru">
        <p>Работа посвящена концептуальной формализации целей, задач и критериев управления цифровой трансформацией горно-добывающих предприятий. Основная идея заключается в определении цифровой трансформации как процесса минимизации или полного исключения участия людей из реализации производственных процессов с целью построения автономно функционирующей киберфизической индустриальной системы. Для определения способов построения и механизмов функционирования подобного рода систем установлена необходимость формирования модели архитектуры предприятия, как обеспечивающей полноту и непротиворечивость закладываемых в нее знаний, так и предоставляющей инструментальную вычислительную основу для самоорганизации и саморегуляции системы. Обоснована нерелевантность применения существующих стандартов и фреймворков построения моделей архитектур. Предложены подходы к построению онтологической модели и способам ее применения в задаче управления ходом цифровой трансформации горно-добывающих предприятий. По результатам работ сформирована базовая онтологическая модель архитектуры горно-добывающего предприятия на базе языка дескрипционной логики OWL в среде Protégé, применимая для геопространственных природно-технических индустриальных систем с открытым типом производственных сред. Полученная модель протестирована с использованием механизма логического вывода HermiT, подтвердила свою когерентность и консистентность, что говорит о потенциальной корректности исходных гипотез исследования и о возможности проведения дальнейших исследований формирования методологии цифровой трансформации горно-добывающих предприятий.</p>
      </abstract>
      <abstract xml:lang="en">
        <p>The paper is devoted to the conceptual formalization of the goals, objectives and criteria for managing the digital transformation of mining enterprises. The main idea is to define digital transformation as a process of minimizing or completely excluding human participation from the implementation of production processes in order to build an autonomously functioning cyber-physical industrial system. In order to determine the ways of building and functioning mechanisms of such systems, the necessity of forming an enterprise architecture model has been established, both ensuring the completeness and consistency of the knowledge embedded in it, and providing an instrumental numerical basis for self-organization and self-regulation of the system. The irrelevance of applying existing standards and frameworks for building architecture models is substantiated. Approaches to the construction of an ontological model and ways of its application in the management task of the digital transformation of mining enterprises are proposed. Under the results of the work, a basic ontological model of the mining enterprise architecture was formed based on the OWL descriptive logic language in the Protégé environment, applicable to geospatial natural and technical industrial systems with an open type of production environments. The resulting model was tested using the HermiT logical inference mechanism, confirmed its coherence and consistency, which indicates the potential correctness of the initial hypotheses of the study and the possibility of further research into the formation of a methodology for the digital transformation of mining enterprises.</p>
      </abstract>
      <kwd-group xml:lang="ru">
        <title>Ключевые слова</title>
        <kwd>цифровая трансформация</kwd>
        <kwd>онтология</kwd>
        <kwd>OWL</kwd>
        <kwd>TOGAF 10</kwd>
        <kwd>RAMI4.0</kwd>
        <kwd>архитектура предприятия</kwd>
        <kwd>горно-добывающее предприятие</kwd>
        <kwd>автономно функционирующая система</kwd>
        <kwd>киберфизические системы</kwd>
      </kwd-group>
      <kwd-group xml:lang="en">
        <title>Keywords</title>
        <kwd>digital transformation</kwd>
        <kwd>ontology</kwd>
        <kwd>OWL</kwd>
        <kwd>TOGAF 10</kwd>
        <kwd>RAMI4.0</kwd>
        <kwd>enterprise architecture</kwd>
        <kwd>mining enterprise</kwd>
        <kwd>autonomously functioning system</kwd>
        <kwd>cyber-physical systems</kwd>
      </kwd-group>
    </article-meta>
  </front>
  <body/>
  <back>
    <ref-list>
      <ref id="ref1">
        <label>1</label>
        <mixed-citation xml:lang="ru">Alkhalaf T., Durrah O., Alkhalaf M. Digital Transformation, Business Model, and Performance in the Context of Digital SMEs: Evidence From France // Digital Technologies for Sustainability and Quality Control. IGI Global Scientific Publishing, 2025. P. 101-120. DOI: 10.4018/979-8-3693-4373-9.ch005</mixed-citation>
        <mixed-citation xml:lang="en">Alkhalaf T., Durrah O., Alkhalaf M. Digital Transformation, Business Model, and Performance in the Context of Digital SMEs: Evidence From France // Digital Technologies for Sustainability and Quality Control. IGI Global Scientific Publishing, 2025. P. 101-120. DOI: 10.4018/979-8-3693-4373-9.ch005</mixed-citation>
      </ref>
      <ref id="ref2">
        <label>2</label>
        <mixed-citation xml:lang="ru">Макаренко Я.В., Соловьева И.А. Цифровая трансформация предприятия: ключевые дефиниции, принципы и подходы // Вестник Южно-Уральского государственного университета. Серия «Экономика и менеджмент». 2025. Т. 19. № 1. С. 112-123. DOI: 10.14529/em250109</mixed-citation>
        <mixed-citation xml:lang="en">Makarenko Ya.V., Solovyeva I.А. Digital transformation of the enterprise: key definitions, principles and approaches. Bulletin of the South Ural State University. Series “Economics and Management”. 2025. Vol. 19. N 1, p. 112-123 (in Russian). DOI: 10.14529/em250109</mixed-citation>
      </ref>
      <ref id="ref3">
        <label>3</label>
        <mixed-citation xml:lang="ru">Litvinenko V.S. Digital Economy as a Factor in the Technological Development of the Mineral Sector // Natural Resources Research. 2019. Vol. 29. Iss. 3. P. 1521-1541. DOI: 10.1007/s11053-019-09568-4</mixed-citation>
        <mixed-citation xml:lang="en">Litvinenko V.S. Digital Economy as a Factor in the Technological Development of the Mineral Sector. Natural Resources Research. 2019. Vol. 29. Iss. 3, p. 1521-1541. DOI: 10.1007/s11053-019-09568-4</mixed-citation>
      </ref>
      <ref id="ref4">
        <label>4</label>
        <mixed-citation xml:lang="ru">Yong Fang, Xiaoyan Peng. Micro-Factors-Aware Scheduling of Multiple Autonomous Trucks in Open-Pit Mining via Enhanced Metaheuristics // Electronics. 2023. Vol. 12. Iss. 18. № 3793. DOI: 10.3390/electronics12183793</mixed-citation>
        <mixed-citation xml:lang="en">Yong Fang, Xiaoyan Peng. Micro-Factors-Aware Scheduling of Multiple Autonomous Trucks in Open-Pit Mining via Enhanced Metaheuristics. Electronics. 2023. Vol. 12. Iss. 18. N 3793. DOI: 10.3390/electronics12183793</mixed-citation>
      </ref>
      <ref id="ref5">
        <label>5</label>
        <mixed-citation xml:lang="ru">Соболев А.А. Анализ опыта применения беспилотных карьерных самосвалов // Горный журнал. 2020. № 4. С. 51-55. DOI: 10.17580/gzh.2020.04.10</mixed-citation>
        <mixed-citation xml:lang="en">Sobolev А.А. Review of case history of unmanned dump trucks. Gornyi zhurnal. 2020. N 4, p. 51-55 (in Russian). DOI: 10.17580/gzh.2020.04.10</mixed-citation>
      </ref>
      <ref id="ref6">
        <label>6</label>
        <mixed-citation xml:lang="ru">Temkin I.O., Deryabin S.A., Al-Saeedi A.A.К., Konov I.S. Operational planning of road traffic for autonomous heavy-duty dump trucks in open pit mines // Eurasian Mining. 2024. № 2. P. 89-92. DOI: 10.17580/em.2024.02.19</mixed-citation>
        <mixed-citation xml:lang="en">Temkin I.O., Deryabin S.A., Al-Saeedi A.A.К., Konov I.S. Operational planning of road traffic for autonomous heavy-duty dump trucks in open pit mines. Eurasian Mining. 2024. N 2, p. 89-92. DOI: 10.17580/em.2024.02.19</mixed-citation>
      </ref>
      <ref id="ref7">
        <label>7</label>
        <mixed-citation xml:lang="ru">Владимиров Д.Я., Клебанов А.Ф., Кузнецов И.В. Цифровая трансформация открытых горных работ и новое поколение карьерной техники // Горная промышленность. 2020. № 6. С. 10-12. DOI: 10.30686/1609-9192-2020-6-10-12</mixed-citation>
        <mixed-citation xml:lang="en">Vladimirov D.Ya., Klebanov A.F., Kuznetsov I.V. Digital Transformation of Surface Mining and New Generation of Open-Pit Equipment. Mining Industry Journal. 2020. N 6, p. 10-12 (in Russian). DOI: 10.30686/1609-9192-2020-6-10-12</mixed-citation>
      </ref>
      <ref id="ref8">
        <label>8</label>
        <mixed-citation xml:lang="ru">Лукичев С.В., Наговицын О.В. Цифровая трансформация горно-добывающей промышленности: прошлое, настоящее, будущее // Горный журнал. 2020. № 9. С. 13-18. DOI: 10.17580/gzh.2020.09.01</mixed-citation>
        <mixed-citation xml:lang="en">Lukichev S.V., Nagovitsin O.V. Digital transformation of mining industry: Past, Present and Future. Gornyi zhurnal. 2020. N 9, p. 13-18 (in Russian). DOI: 10.17580/gzh.2020.09.01</mixed-citation>
      </ref>
      <ref id="ref9">
        <label>9</label>
        <mixed-citation xml:lang="ru">Клебанов А.Ф., Бондаренко А.В., Жуковский Ю.Л., Клебанов Д.А. Организация удаленных центров управления горным предприятием: стратегические предпосылки и этапы реализации // Горная промышленность. 2024. № 4. С. 174-183. DOI: 10.30686/1609-9192-2024-4-174-183</mixed-citation>
        <mixed-citation xml:lang="en">Klebanov A.F., Bondarenko A.V., Zhukovsky Yu.L., Klebanov D.A. Establishing remote control centers of a mining operation: strategic prerequisites and implementation stages. Russian Mining Industry. 2024. N 4, p. 174-183 (in Russian). DOI: 10.30686/1609-9192-2024-4-174-183</mixed-citation>
      </ref>
      <ref id="ref10">
        <label>10</label>
        <mixed-citation xml:lang="ru">Клебанов А.Ф., Сиземов Д.Н., Кадочников М.В. Комплексный подход к удаленному мониторингу технического состояния и режимов эксплуатации карьерного автосамосвала // Горная промышленность. 2020. № 2. С. 75-81. DOI: 10.30686/1609-9192-2020-2-75-81</mixed-citation>
        <mixed-citation xml:lang="en">Klebanov A.F., Sizemov D.N., Kadochnikov M.V. Integrated Approach to Remote Monitoring of Technical and Operating Conditions of Mine Dump Trucks. Russian Mining Industry. 2020. N 2, p. 75-81 (in Russian). DOI: 10.30686/1609-9192-2020-2-75-81</mixed-citation>
      </ref>
      <ref id="ref11">
        <label>11</label>
        <mixed-citation xml:lang="ru">Koteleva N., Valnev V. Automatic Detection of Maintenance Scenarios for Equipment and Control Systems in Industry // Applied Sciences. 2023. Vol. 13. Iss. 24. № 12997. DOI: 10.3390/app132412997</mixed-citation>
        <mixed-citation xml:lang="en">Koteleva N., Valnev V. Automatic Detection of Maintenance Scenarios for Equipment and Control Systems in Industry. Applied Sciences. 2023. Vol. 13. Iss. 24. N 12997. DOI: 10.3390/app132412997</mixed-citation>
      </ref>
      <ref id="ref12">
        <label>12</label>
        <mixed-citation xml:lang="ru">Zhukovskiy Y.L., Kovalchuk M.S., Batueva D.E., Senchilo N.D. Development of an Algorithm for Regulating the Load Schedule of Educational Institutions Based on the Forecast of Electric Consumption within the Framework of Application of the Demand Response // Sustainability. 2021. Vol. 13. Iss. 24. № 13801. DOI: 10.3390/su132413801</mixed-citation>
        <mixed-citation xml:lang="en">Zhukovskiy Y.L., Kovalchuk M.S., Batueva D.E., Senchilo N.D. Development of an Algorithm for Regulating the Load Schedule of Educational Institutions Based on the Forecast of Electric Consumption within the Framework of Application of the Demand Response. Sustainability. 2021. Vol. 13. Iss. 24. N 13801. DOI: 10.3390/su132413801</mixed-citation>
      </ref>
      <ref id="ref13">
        <label>13</label>
        <mixed-citation xml:lang="ru">Королев Н.А., Жуковский Ю.Л., Булдыско А.Д. и др. Оценка энергетического ресурса на основе диагностики технического состояния электромеханического оборудования минерально-сырьевого комплекса // Горный информационно-аналитический бюллетень. 2024. № 5. С. 158-181. DOI: 10.25018/0236_1493_2024_5_0_158</mixed-citation>
        <mixed-citation xml:lang="en">Korolev N.A., Zhukovskiy Y.L., Buldysko A.D. et al. Energy resource evaluation from technical diagnostics of electromechanical devices in minerals sector. Mining Informational and Analytical Bulletin. 2024. N 5, p. 158-181 (in Russian). DOI: 10.25018/0236_1493_2024_5_0_158</mixed-citation>
      </ref>
      <ref id="ref14">
        <label>14</label>
        <mixed-citation xml:lang="ru">Zhukovskiy Y., Koshenkova A., Vorobeva V. et al. Assessment of the Impact of Technological Development and Scenario Forecasting of the Sustainable Development of the Fuel and Energy Complex // Energies. 2023. Vol. 16. Iss. 7. № 3185. DOI: 10.3390/en16073185</mixed-citation>
        <mixed-citation xml:lang="en">Zhukovskiy Y., Koshenkova A., Vorobeva V. et al. Assessment of the Impact of Technological Development and Scenario Forecasting of the Sustainable Development of the Fuel and Energy Complex. Energies. 2023. Vol. 16. Iss. 7. N 3185. DOI: 10.3390/en16073185</mixed-citation>
      </ref>
      <ref id="ref15">
        <label>15</label>
        <mixed-citation xml:lang="ru">Захаров В.Н., Каплунов Д.Р., Клебанов Д.А., Радченко Д.Н. Методические подходы к стандартизации сбора, хранения и анализа данных при управлении горнотехническими системами // Горный журнал. 2022. № 12. С. 55-61. DOI: 10.17580/gzh.2022.12.10</mixed-citation>
        <mixed-citation xml:lang="en">Zakharov V.N., Kaplunov D.R., Klebanov D.A., Radchenko D.N. Methodical approaches to standardization of data acquisition, storage and analysis in management of geotechnical systems. Gornyi zhurnal. 2022. № 12, p. 55-61 (in Russian). DOI: 10.17580/gzh.2022.12.10</mixed-citation>
      </ref>
      <ref id="ref16">
        <label>16</label>
        <mixed-citation xml:lang="ru">Sahal R., Breslin J.G., Ali M.I. Big data and stream processing platforms for Industry 4.0 requirements mapping for a predictive maintenance use case // Journal of Manufacturing Systems. 2020. Vol. 54. P. 138-151. DOI: 10.1016/j.jmsy.2019.11.004</mixed-citation>
        <mixed-citation xml:lang="en">Sahal R., Breslin J.G., Ali M.I. Big data and stream processing platforms for Industry 4.0 requirements mapping for a predictive maintenance use case. Journal of Manufacturing Systems. 2020. Vol. 54. P. 138-151. DOI: 10.1016/j.jmsy.2019.11.004</mixed-citation>
      </ref>
      <ref id="ref17">
        <label>17</label>
        <mixed-citation xml:lang="ru">López Martínez P., Dintén R., Drake J.M., Zorrilla M. A big data-centric architecture metamodel for Industry 4.0 // Future Generation Computer Systems. 2021. Vol. 125. P. 263-284. DOI: 10.1016/j.future.2021.06.020</mixed-citation>
        <mixed-citation xml:lang="en">López Martínez P., Dintén R., Drake J.M., Zorrilla M. A big data-centric architecture metamodel for Industry 4.0. Future Generation Computer Systems. 2021. Vol. 125, p. 263-284. DOI: 10.1016/j.future.2021.06.020</mixed-citation>
      </ref>
      <ref id="ref18">
        <label>18</label>
        <mixed-citation xml:lang="ru">Дерябин С.А., Рзазаде Ульви Азар оглы, Кондратьев Е.И., Темкин И.О. Метамодель архитектуры системы автономного управления транспортно-технологическими процессами в карьере // Горный информационно-аналитический бюллетень. 2022. № 3. С. 117-129. DOI: 10.25018/0236_1493_2022_3_0_117</mixed-citation>
        <mixed-citation xml:lang="en">Deryabin S.A., Rzazade Ulvi Azar ogly, Kondratev E.I., Temkin I.O. Metamodel of autonomous control architecture for transport process flows in open pit mines. Mining Informational and Analytical Bulletin. 2022. N 3, p. 117-129 (in Russian).  DOI: 10.25018/0236_1493_2022_3_0_117</mixed-citation>
      </ref>
      <ref id="ref19">
        <label>19</label>
        <mixed-citation xml:lang="ru">Schmitt R., Borck C., Behm M., Böhnke J. Approach of an asset combination based on RAMI4.0 for the digital transformation and operation of a Digital Twin // Procedia CIRP. 2024. Vol. 130. P. 724-729. DOI: 10.1016/j.procir.2024.10.155</mixed-citation>
        <mixed-citation xml:lang="en">Schmitt R., Borck C., Behm M., Böhnke J. Approach of an asset combination based on RAMI4.0 for the digital transformation and operation of a Digital Twin. Procedia CIRP. 2024. Vol. 130, p. 724-729. DOI: 10.1016/j.procir.2024.10.155</mixed-citation>
      </ref>
      <ref id="ref20">
        <label>20</label>
        <mixed-citation xml:lang="ru">Deryabin S.A., Temkin I.O., Zykov S.V. About some issues of developing Digital Twins for the intelligent process control in quarries // Procedia Computer Science. 2020. Vol. 176. P. 3210-3216. DOI: 10.1016/j.procs.2020.09.128</mixed-citation>
        <mixed-citation xml:lang="en">Deryabin S.A., Temkin I.O., Zykov S.V. About some issues of developing Digital Twins for the intelligent process control in quarries. Procedia Computer Science. 2020. Vol. 176, p. 3210-3216. DOI: 10.1016/j.procs.2020.09.128</mixed-citation>
      </ref>
      <ref id="ref21">
        <label>21</label>
        <mixed-citation xml:lang="ru">Sakurada L., Leitao P., De La Prieta F. Agent-Based Asset Administration Shell Approach for Digitizing Industrial Assets // IFAC-PapersOnLine. 2022. Vol. 55. Iss. 2. P. 193-198. DOI: 10.1016/j.ifacol.2022.04.192</mixed-citation>
        <mixed-citation xml:lang="en">Sakurada L., Leitao P., De La Prieta F. Agent-Based Asset Administration Shell Approach for Digitizing Industrial Assets. IFAC-PapersOnLine. 2022. Vol. 55. Iss. 2, p. 193-198. DOI: 10.1016/j.ifacol.2022.04.192</mixed-citation>
      </ref>
      <ref id="ref22">
        <label>22</label>
        <mixed-citation xml:lang="ru">Reinpold L.M., Wagner L.P., Gehlhoff F. et al. Systematic comparison of software agents and Digital Twins: differences, similarities, and synergies in industrial production // Journal of Intelligent Manufacturing. 2025. Vol. 36. Iss. 2. P. 765-800. DOI: 10.1007/s10845-023-02278-y</mixed-citation>
        <mixed-citation xml:lang="en">Reinpold L.M., Wagner L.P., Gehlhoff F. et al. Systematic comparison of software agents and Digital Twins: differences, similarities, and synergies in industrial production. Journal of Intelligent Manufacturing. 2025. Vol. 36. Iss. 2, p. 765-800. DOI: 10.1007/s10845-023-02278-y</mixed-citation>
      </ref>
      <ref id="ref23">
        <label>23</label>
        <mixed-citation xml:lang="ru">Angreani L.S., Vijaya A., Wicaksono H. Enhancing strategy for Industry 4.0 implementation through maturity models and standard reference architectures alignment // Journal of Manufacturing Technology Management. 2024. Vol. 35. Iss. 4. P. 848-873. DOI: 10.1108/JMTM-07-2022-0269</mixed-citation>
        <mixed-citation xml:lang="en">Angreani L.S., Vijaya A., Wicaksono H. Enhancing strategy for Industry 4.0 implementation through maturity models and standard reference architectures alignment. Journal of Manufacturing Technology Management. 2024. Vol. 35. Iss. 4. p. 848-873. DOI: 10.1108/JMTM-07-2022-0269</mixed-citation>
      </ref>
      <ref id="ref24">
        <label>24</label>
        <mixed-citation xml:lang="ru">Leitão P., Karnouskos S., Strasser T.I. et al. Alignment of the IEEE Industrial Agents Recommended Practice Standard With the Reference Architectures RAMI4.0, IIRA, and SGAM // IEEE Open Journal of the Industrial Electronics Society. 2023. Vol. 4. P. 98-111. DOI: 10.1109/OJIES.2023.3262549</mixed-citation>
        <mixed-citation xml:lang="en">Leitão P., Karnouskos S., Strasser T.I. et al. Alignment of the IEEE Industrial Agents Recommended Practice Standard With the Reference Architectures RAMI4.0, IIRA, and SGAM. IEEE Open Journal of the Industrial Electronics Society. 2023. Vol. 4, p. 98-111. DOI: 10.1109/OJIES.2023.3262549</mixed-citation>
      </ref>
      <ref id="ref25">
        <label>25</label>
        <mixed-citation xml:lang="ru">Villar E., Martín Toral I., Calvo I. et al. Architectures for Industrial AIoT Applications // Sensors. 2024. Vol. 24. Iss. 15. № 4929. DOI: 10.3390/s24154929</mixed-citation>
        <mixed-citation xml:lang="en">Villar E., Martín Toral I., Calvo I. et al. Architectures for Industrial AIoT Applications. Sensors. 2024. Vol. 24. Iss. 15. N 4929. DOI: 10.3390/s24154929</mixed-citation>
      </ref>
      <ref id="ref26">
        <label>26</label>
        <mixed-citation xml:lang="ru">Shirbazo A., Binghao Li, Ata S. et al. A Guideline for the Standardization of Smart Manufacturing and the Role of RAMI 4.0 in Digitising the Industrial Sector // IEEE Internet of Things Journal. 2025. Vol. 12. Iss. 12. P. 19090-19118. DOI: 10.1109/JIOT.2025.3559929</mixed-citation>
        <mixed-citation xml:lang="en">Shirbazo A., Binghao Li, Ata S. et al. A Guideline for the Standardization of Smart Manufacturing and the Role of RAMI 4.0 in Digitising the Industrial Sector. IEEE Internet of Things Journal. 2025. Vol. 12. Iss. 12, p. 19090-19118. DOI: 10.1109/JIOT.2025.3559929</mixed-citation>
      </ref>
      <ref id="ref27">
        <label>27</label>
        <mixed-citation xml:lang="ru">Esposito G., Romagnoli G. A Reference Model for SMEs understanding of Industry 4.0 // IFAC-PapersOnLine. 2021. Vol. 54. Iss. 1. P. 510-515. DOI: 10.1016/j.ifacol.2021.08.166</mixed-citation>
        <mixed-citation xml:lang="en">Esposito G., Romagnoli G. A Reference Model for SMEs understanding of Industry 4.0. IFAC-PapersOnLine. 2021. Vol. 54. Iss. 1, p. 510-515. DOI: 10.1016/j.ifacol.2021.08.166</mixed-citation>
      </ref>
      <ref id="ref28">
        <label>28</label>
        <mixed-citation xml:lang="ru">Safitri S.R., Mulyana R., Fajrillah A.A.N. Developing enterprise architecture for BPRACo SMEs digital transformation by using TOGAF 10 // Jurnal Informatika dan Komputer. 2024. Vol. 7. № 3. P. 165-174. DOI: 10.33387/jiko.v7i3.8629</mixed-citation>
        <mixed-citation xml:lang="en">Safitri S.R., Mulyana R., Fajrillah A.A.N. Developing enterprise architecture for BPRACo SMEs digital transformation by using TOGAF 10. Jurnal Informatika dan Komputer. 2024. Vol. 7. N 3, p. 165-174. DOI: 10.33387/jiko.v7i3.8629</mixed-citation>
      </ref>
      <ref id="ref29">
        <label>29</label>
        <mixed-citation xml:lang="ru">Afarah S.F., Hindarto D., Wahyuddin M.I. Optimizing Automotive Manufacturing Systems through TOGAF Modelling // SinkrOn. 2024. Vol. 8. № 1. P. 414-425. DOI: 10.33395/sinkron.v9i1.13256</mixed-citation>
        <mixed-citation xml:lang="en">Afarah S.F., Hindarto D., Wahyuddin M.I. Optimizing Automotive Manufacturing Systems through TOGAF Modelling. SinkrOn. 2024. Vol. 8. N 1, p. 414-425. DOI: 10.33395/sinkron.v9i1.13256</mixed-citation>
      </ref>
      <ref id="ref30">
        <label>30</label>
        <mixed-citation xml:lang="ru">Khai Min Chew, Lee Wah Pheng. Product Life Cycle Data Management and Analytics in RAMI4.0 using the Manufacturing Chain Management Platform // Journal of The Institution of Engineers. 2021. Vol. 82. № 3. P. 101-108. DOI: 10.54552/v82i3.120</mixed-citation>
        <mixed-citation xml:lang="en">Khai Min Chew, Lee Wah Pheng. Product Life Cycle Data Management and Analytics in RAMI4.0 using the Manufacturing Chain Management Platform. Journal of the Institution of Engineers. 2021. Vol. 82. N 3, p. 101-108. DOI: 10.54552/v82i3.120</mixed-citation>
      </ref>
      <ref id="ref31">
        <label>31</label>
        <mixed-citation xml:lang="ru">Baolong Zhang, Xiangqian Wang, Huizong Li, Miaomiao Jiang. Knowledge modeling of coal mining equipments based on ontology // IOP Conference Series: Earth and Environmental Science. 2017. Vol. 69. № 012136. DOI: 10.1088/1755-1315/69/1/012136</mixed-citation>
        <mixed-citation xml:lang="en">Baolong Zhang, Xiangqian Wang, Huizong Li, Miaomiao Jiang. Knowledge modeling of coal mining equipments based on ontology. IOP Conference Series: Earth and Environmental Science. 2017. Vol. 69. N 012136. DOI: 10.1088/1755-1315/69/1/012136</mixed-citation>
      </ref>
      <ref id="ref32">
        <label>32</label>
        <mixed-citation xml:lang="ru">Stanković R.M., Obradović I., Kitanović O., Kolonja L. Towards a Mining Equipment Ontology // 12th International Conference “Research and Development in Mechanical Industry”, 14-17 September 2012, Vrnjačka Banja, Serbia. SaTCIP, 2012. 10 p.</mixed-citation>
        <mixed-citation xml:lang="en">Stanković R.M., Obradović I., Kitanović O., Kolonja L. Towards a Mining Equipment Ontology. 12th International Conference “Research and Development in Mechanical Industry”, 14-17 September 2012, Vrnjačka Banja, Serbia. SaTCIP, 2012, p. 10.</mixed-citation>
      </ref>
      <ref id="ref33">
        <label>33</label>
        <mixed-citation xml:lang="ru">Kolonja L., Stanković R., Obradović I. et al. Development of terminological resources for expert knowledge: a case study in mining // Knowledge Management Research &amp; Practice. 2016. Vol. 14. Iss. 4. P. 445-456. DOI: 10.1057/kmrp.2015.10</mixed-citation>
        <mixed-citation xml:lang="en">Kolonja L., Stanković R., Obradović I. et al. Development of terminological resources for expert knowledge: a case study in mining. Knowledge Management Research &amp; Practice. 2016. Vol. 14. Iss. 4, p. 445-456. DOI: 10.1057/kmrp.2015.10</mixed-citation>
      </ref>
      <ref id="ref34">
        <label>34</label>
        <mixed-citation xml:lang="ru">Vlasenko L., Lutska N., Zaiets N. et al. Core Ontology for Describing Production Equipment According to Intelligent Production // Applied System Innovation. 2022. Vol. 5. Iss. 5. № 98. DOI: 10.3390/asi5050098</mixed-citation>
        <mixed-citation xml:lang="en">Vlasenko L., Lutska N., Zaiets N. et al. Core Ontology for Describing Production Equipment According to Intelligent Production. Applied System Innovation. 2022. Vol. 5. Iss. 5. N 98. DOI: 10.3390/asi5050098</mixed-citation>
      </ref>
      <ref id="ref35">
        <label>35</label>
        <mixed-citation xml:lang="ru">Motik B., Shearer R., Horrocks I. Hypertableau Reasoning for Description Logics // Journal of Artificial Intelligence Research. Vol. 36. P. 165-228. DOI: 10.1613/jair.2811</mixed-citation>
        <mixed-citation xml:lang="en">Motik B., Shearer R., Horrocks I. Hypertableau Reasoning for Description Logics. Journal of Artificial Intelligence Research. Vol. 36, p. 165-228. DOI: 10.1613/jair.2811</mixed-citation>
      </ref>
      <ref id="ref36">
        <label>36</label>
        <mixed-citation xml:lang="ru">Herron D., Jiménez-Ruiz E., Weyde T. On the Potential of Logic and Reasoning in Neurosymbolic Systems Using OWL-Based Knowledge Graphs // Neurosymbolic Artificial Intelligence. 2025. Vol. 1. 15 p. DOI: 10.1177/29498732251320043</mixed-citation>
        <mixed-citation xml:lang="en">Herron D., Jiménez-Ruiz E., Weyde T. On the Potential of Logic and Reasoning in Neurosymbolic Systems Using OWL-Based Knowledge Graphs. Neurosymbolic Artificial Intelligence. 2025. Vol. 1, p. 15. DOI: 10.1177/29498732251320043</mixed-citation>
      </ref>
      <ref id="ref37">
        <label>37</label>
        <mixed-citation xml:lang="ru">Jiaoyan Chen, Pan Hu, Jimenez-Ruiz E. et al. OWL2Vec*: embedding of OWL ontologies // Machine Learning. 2021. Vol. 110. Iss. 7. P. 1813-1845. DOI: 10.1007/s10994-021-05997-6</mixed-citation>
        <mixed-citation xml:lang="en">Jiaoyan Chen, Pan Hu, Jimenez-Ruiz E. et al. OWL2Vec*: embedding of OWL ontologies. Machine Learning. 2021. Vol. 110. Iss. 7. p. 1813-1845. DOI: 10.1007/s10994-021-05997-6</mixed-citation>
      </ref>
    </ref-list>
  </back>
</article>
