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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">kaz44</journal-id><journal-title-group><journal-title xml:lang="ru">Вестник Университета Шакарима. Серия технические науки</journal-title><trans-title-group xml:lang="en"><trans-title>Bulletin of Shakarim University. Technical Sciences</trans-title></trans-title-group></journal-title-group><issn pub-type="ppub">2788-7995</issn><issn pub-type="epub">3006-0524</issn><publisher><publisher-name>«Шәкәрім университеті» КеАҚ</publisher-name></publisher></journal-meta><article-meta><article-id pub-id-type="doi">10.53360/2788-7995-2024-4(16)-6</article-id><article-id custom-type="elpub" pub-id-type="custom">kaz44-1411</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>АВТОМАТИЗАЦИЯ И ИНФОРМАЦИОННЫЕ ТЕХНОЛОГИИ (ОРИГИНАЛЬНАЯ СТАТЬЯ)</subject></subj-group><subj-group subj-group-type="section-heading" xml:lang="en"><subject>AUTOMATION AND INFORMATION TECHNOLOGY (ORIGINAL ARTICLE)</subject></subj-group></article-categories><title-group><article-title>ИННОВАЦИОННЫЕ АРХИТЕКТУРНЫЕ РЕШЕНИЯ И МЕЖДИСЦИПЛИНАРНАЯ РЕАЛИЗАЦИЯ ОБЛАЧНОЙ ПЛАТФОРМЫ BULT ДЛЯ ОРКЕСТРАЦИИ ВЕБ-ПРИЛОЖЕНИЙ</article-title><trans-title-group xml:lang="en"><trans-title>INNOVATIVE ARCHITECTURAL SOLUTIONS AND INTERDISCIPLINARY IMPLEMENTATION OF THE BULT CLOUD PLATFORM FOR WEB APPLICATION ORCHESTRATION</trans-title></trans-title-group></title-group><contrib-group><contrib contrib-type="author" corresp="yes"><contrib-id contrib-id-type="orcid">https://orcid.org/0000-0001-6006-4813</contrib-id><name-alternatives><name name-style="eastern" xml:lang="ru"><surname>Шайханова</surname><given-names>А. К.</given-names></name><name name-style="western" xml:lang="en"><surname>Shaikhanova</surname><given-names>A. K.</given-names></name></name-alternatives><bio xml:lang="ru"><p>Айгуль Кайрулаевна Шайханова – PhD, и.о. профессора кафедры информационной безопасности</p><p>100000, Республика Казахстан, г. Астана, ул. Сатбаева, 2 </p></bio><bio xml:lang="en"><p>Aigul Kairulaevna Shaikhanova – PhD, Acting Professor, Department of Information Security</p><p>100000, Kazakhstan, Astana city, 2 Satbaev st., ENU Educational building </p></bio><email xlink:type="simple">Arailym.tll@gmail.com</email><xref ref-type="aff" rid="aff-1"/></contrib><contrib contrib-type="author" corresp="yes"><contrib-id contrib-id-type="orcid">https://orcid.org/0009-0006-5204-3450</contrib-id><name-alternatives><name name-style="eastern" xml:lang="ru"><surname>Бермухамбетов</surname><given-names>Ж. А.</given-names></name><name name-style="western" xml:lang="en"><surname>Bermukhambetov</surname><given-names>Zh. A.</given-names></name></name-alternatives><bio xml:lang="ru"><p>Жандос Асанович Бермухамбетов – Технический директор</p><p>100000, Республика Казахстан, г. Астана, Есильский район, улица Достык, д. 13 </p></bio><bio xml:lang="en"><p>Zhandos Asanovich Bermukhambetov – Technical Director </p><p>100000, Kazakhstan, Astana, Yesil District, Dostyk Street, Building 13, SQ. 340 </p></bio><email xlink:type="simple">zb@wtotem.com</email><xref ref-type="aff" rid="aff-2"/></contrib><contrib contrib-type="author" corresp="yes"><contrib-id contrib-id-type="orcid">https://orcid.org/0009-0004-9668-2882</contrib-id><name-alternatives><name name-style="eastern" xml:lang="ru"><surname>Ким</surname><given-names>В. В.</given-names></name><name name-style="western" xml:lang="en"><surname>Kim</surname><given-names>V. V.</given-names></name></name-alternatives><bio xml:lang="ru"><p>Владимир Вячеславович Ким – Главный архитектор </p><p> 100000, Республика Казахстан, г. Астана, Есильский район, улица Достык, д. 13 </p></bio><bio xml:lang="en"><p> Vladimir Vyacheslavovich Kim – Chief Architect </p><p>100000, Kazakhstan, Astana, Yesil District, Dostyk Street, Building 13, SQ. 340 </p></bio><email xlink:type="simple">vk@wtotem.com</email><xref ref-type="aff" rid="aff-3"/></contrib><contrib contrib-type="author" corresp="yes"><contrib-id contrib-id-type="orcid">https://orcid.org/0000-0001-9560-9756</contrib-id><name-alternatives><name name-style="eastern" xml:lang="ru"><surname>Тлеубаева</surname><given-names>А. О.</given-names></name><name name-style="western" xml:lang="en"><surname>Tleubayeva</surname><given-names>A. O.</given-names></name></name-alternatives><bio xml:lang="ru"><p>Арайлым Орынбаевна Тлеубаева – докторант </p><p> 010000, Республика Казахстан, г. Астана, пр-т Мәңгілік Ел, 55/11, Бизнес-центр EXPO </p></bio><bio xml:lang="en"><p>Arailym Orymbekovna Tleubayeva – PhD student </p><p>010000, Kazakhstan, Astana, Mangilik El avenue, 55/11, Вusiness center EXPO, block C1 </p></bio><email xlink:type="simple">Arailym.tll@gmail.com</email><xref ref-type="aff" rid="aff-4"/></contrib></contrib-group><aff-alternatives id="aff-1"><aff xml:lang="ru">Евразийский национальный университет имени Л.Н. Гумилева<country>Казахстан</country></aff><aff xml:lang="en">L.N. Gumilyov Eurasian National University<country>Kazakhstan</country></aff></aff-alternatives><aff-alternatives id="aff-2"><aff xml:lang="ru">ТОО «WebTotem»<country>Казахстан</country></aff><aff xml:lang="en">«WebTotem» LLP<country>Kazakhstan</country></aff></aff-alternatives><aff-alternatives id="aff-3"><aff xml:lang="ru">ТОО «WebTotem» <country>Казахстан</country></aff><aff xml:lang="en">«WebTotem» LLP<country>Kazakhstan</country></aff></aff-alternatives><aff-alternatives id="aff-4"><aff xml:lang="ru">ТОО «Astana IT University»<country>Казахстан</country></aff><aff xml:lang="en">Astana IT University<country>Kazakhstan</country></aff></aff-alternatives><pub-date pub-type="collection"><year>2024</year></pub-date><pub-date pub-type="epub"><day>27</day><month>12</month><year>2024</year></pub-date><volume>1</volume><issue>4(16)</issue><fpage>40</fpage><lpage>48</lpage><permissions><copyright-statement>Copyright &amp;#x00A9; Шайханова А.К., Бермухамбетов Ж.А., Ким В.В., Тлеубаева А.О., 2025</copyright-statement><copyright-year>2025</copyright-year><copyright-holder xml:lang="ru">Шайханова А.К., Бермухамбетов Ж.А., Ким В.В., Тлеубаева А.О.</copyright-holder><copyright-holder xml:lang="en">Shaikhanova A.K., Bermukhambetov Z.A., Kim V.V., Tleubayeva A.O.</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://tech.vestnik.shakarim.kz/jour/article/view/1411">https://tech.vestnik.shakarim.kz/jour/article/view/1411</self-uri><abstract><p>Статья посвящена созданию облачной платформы BULT, которая реализует междисциплинарный подход к разработке и оркестрации веб-приложений. Основной целью данной работы является разработка платформы, обеспечивающей гибкость, масштабируемость и интеграцию различных технологий. Описаны архитектурные решения, включающие микросервисную архитектуру и контейнеризацию, что упрощает развертывание и управление приложениями. В качестве основы для оркестрации контейнеров используется Nomad от HashiCorp, который позволяет динамически управлять распределением задач и ресурсов, обеспечивая эффективность и устойчивость работы приложений. Система управления данными реализована на базе PostgreSQL и JuiceFS, что обеспечивает высокую производительность и надежность хранения данных. Для обеспечения безопасности используются Wireguard и Let's Encrypt, обеспечивающие шифрование сетевого трафика и автоматическое обновление SSL-сертификатов. Мониторинг и анализ системы осуществляются с помощью Grafana и Loki, позволяющих визуализировать метрики и логи в реальном времени. Внедрение принципов DevOps и автоматизация процессов разработки, тестирования и развертывания достигаются с использованием инструментов CI/CD, что позволяет быстро и безопасно внедрять изменения и новые функции. Применение междисциплинарного подхода позволяет учитывать различные аспекты разработки и эксплуатации систем, что делает платформу BULT конкурентоспособным решением на современном рынке облачных технологий, обеспечивая высокую производительность, надежность и удобство эксплуатации веб-приложений. Приведены примеры практического применения платформы и её преимущества в сравнении с традиционными подходами.</p></abstract><trans-abstract xml:lang="en"><p>The article is devoted to the creation of the BULT cloud platform, which implements an interdisciplinary approach to the development and orchestration of web applications. The main goal of this work is to develop a platform that provides flexibility, scalability and integration of various technologies. Architectural solutions including microservice architecture and containerization are described, which simplifies the deployment and management of applications. HashiCorp's Nomad is used as the basis for container orchestration, which allows you to dynamically manage the distribution of tasks and resources, ensuring the efficiency and stability of applications. The data management system is implemented on the basis of PostgreSQL and JuiceFS, which ensures high performance and reliability of data storage. To ensure security, Wireguard and Let's Encrypt are used, which provide encryption of network traffic and automatic updating of SSL certificates. Monitoring and analysis of the system are carried out using Grafana and Loki, which allow you to visualize metrics and logs in real time. The implementation of DevOps principles and automation of development, testing and deployment processes are achieved using CI/CD tools, which allows you to quickly and safely implement changes and new features. The application of an interdisciplinary approach allows us to take into account various aspects of system development and operation, which makes the BULT platform a competitive solution in the modern cloud technology market, providing high performance, reliability and ease of use of web applications. Examples of the practical application of the platform and its advantages in comparison with traditional approaches are given.</p></trans-abstract><kwd-group xml:lang="ru"><kwd>облачная платформа</kwd><kwd>междисциплинарный подход</kwd><kwd>веб-приложения</kwd><kwd>оркестрация</kwd><kwd>инновационные методы</kwd><kwd>контейнеризация</kwd><kwd>безопасность данных</kwd><kwd>автоматизация&#13;
процессов</kwd></kwd-group><kwd-group xml:lang="en"><kwd>cloud platform</kwd><kwd>interdisciplinary approach</kwd><kwd>web applications</kwd><kwd>orchestration</kwd><kwd>innovative methods</kwd><kwd>containerization</kwd><kwd>data security</kwd><kwd>process automation</kwd></kwd-group><funding-group xml:lang="en"><funding-statement>This project was funded by Web Totem based on protocol № 1 dated November 10, 2023 (Registration № 0124RKI0205, Inventory № 0224RKI0306).</funding-statement></funding-group></article-meta></front><back><ref-list><title>References</title><ref id="cit1"><label>1</label><citation-alternatives><mixed-citation xml:lang="ru">Wolff E. Microservices: Architecting for Continuous Delivery and DevOps / E. Wolff // AddisonWesley Professional. – 2016.</mixed-citation><mixed-citation xml:lang="en">Wolff E. Microservices: Architecting for Continuous Delivery and DevOps / E. Wolff // AddisonWesley Professional. – 2016.</mixed-citation></citation-alternatives></ref><ref id="cit2"><label>2</label><citation-alternatives><mixed-citation xml:lang="ru">Microservices: Migration of a mission-critical system / N. Dragoni et al // IEEE Software. – 2016. – № 35(3). – Р. 62-71. https://orcid.org/10.1109/MS.2018.2141037.</mixed-citation><mixed-citation xml:lang="en">Microservices: Migration of a mission-critical system / N. Dragoni et al // IEEE Software. – 2016. – № 35(3). – Р. 62-71. https://orcid.org/10.1109/MS.2018.2141037.</mixed-citation></citation-alternatives></ref><ref id="cit3"><label>3</label><citation-alternatives><mixed-citation xml:lang="ru">Zhou J. Container-based microservice architecture for cloud applications / J. Zhou, J. Zhang, D. Pei // IEEE Access. – 2017. – № 5. – Р. 22-31. https://orcid.org/10.1109/ACCESS.2017.2760226.</mixed-citation><mixed-citation xml:lang="en">Zhou J. Container-based microservice architecture for cloud applications / J. Zhou, J. Zhang, D. Pei // IEEE Access. – 2017. – № 5. – Р. 22-31. https://orcid.org/10.1109/ACCESS.2017.2760226.</mixed-citation></citation-alternatives></ref><ref id="cit4"><label>4</label><citation-alternatives><mixed-citation xml:lang="ru">Evaluating the monolithic and the microservice architecture pattern to deploy web applications in the cloud / M. Villamizar et al // ACM Computing Surveys. – 2018. – № 23(3). – Р. 1-28. https://orcid.org/10.1145/3241733.</mixed-citation><mixed-citation xml:lang="en">Evaluating the monolithic and the microservice architecture pattern to deploy web applications in the cloud / M. Villamizar et al // ACM Computing Surveys. – 2018. – № 23(3). – Р. 1-28. https://orcid.org/10.1145/3241733.</mixed-citation></citation-alternatives></ref><ref id="cit5"><label>5</label><citation-alternatives><mixed-citation xml:lang="ru">Lewis J. Microservices: A definition of this new architectural term / J. Lewis, M. Fowler // Retrieved from. – 2014. https://martinfowler.com/articles/microservices.html.</mixed-citation><mixed-citation xml:lang="en">Lewis J. Microservices: A definition of this new architectural term / J. Lewis, M. Fowler // Retrieved from. – 2014. https://martinfowler.com/articles/microservices.html.</mixed-citation></citation-alternatives></ref><ref id="cit6"><label>6</label><citation-alternatives><mixed-citation xml:lang="ru">Borg, Omega, and Kubernetes: Lessons learned from three container-management systems over a decade / B. Burns et al // Queue. – 2016. – № 14(1). – Р. 70-93. https://orcid.org/10.1145/2898442.2898444.</mixed-citation><mixed-citation xml:lang="en">Borg, Omega, and Kubernetes: Lessons learned from three container-management systems over a decade / B. Burns et al // Queue. – 2016. – № 14(1). – Р. 70-93. https://orcid.org/10.1145/2898442.2898444.</mixed-citation></citation-alternatives></ref><ref id="cit7"><label>7</label><citation-alternatives><mixed-citation xml:lang="ru">Di Francesco P. Architecting microservices: Practical challenges and solutions / Di Francesco, P., Lago P., Malavolta I. // IEEE Software. – 2019. – № 35(3). – Р. 59-66. https://orcid.org/10.1109/MS.2018.2141037.</mixed-citation><mixed-citation xml:lang="en">Di Francesco P. Architecting microservices: Practical challenges and solutions / Di Francesco, P., Lago P., Malavolta I. // IEEE Software. – 2019. – № 35(3). – Р. 59-66. https://orcid.org/10.1109/MS.2018.2141037.</mixed-citation></citation-alternatives></ref><ref id="cit8"><label>8</label><citation-alternatives><mixed-citation xml:lang="ru">Balalaie A. Microservices architecture enables DevOps: Migration to a cloud-native architecture / A. Balalaie, A. Heydarnoori, P. Jamshidi // IEEE Software. – 2016. – № 33(3). – Р. 42-52. https://orcid.org/10.1109/MS.2016.64.</mixed-citation><mixed-citation xml:lang="en">Balalaie A. Microservices architecture enables DevOps: Migration to a cloud-native architecture / A. Balalaie, A. Heydarnoori, P. Jamshidi // IEEE Software. – 2016. – № 33(3). – Р. 42-52. https://orcid.org/10.1109/MS.2016.64.</mixed-citation></citation-alternatives></ref><ref id="cit9"><label>9</label><citation-alternatives><mixed-citation xml:lang="ru">Nomad: A framework for developing mission-critical cloud-based applications / M.H. Diallo et al // 10th International Conference on Availability, Reliability and Security. – 2015. – Р. 660-669. https://orcid.org/10.1109/ARES.2015.94.</mixed-citation><mixed-citation xml:lang="en">Nomad: A framework for developing mission-critical cloud-based applications / M.H. Diallo et al // 10th International Conference on Availability, Reliability and Security. – 2015. – Р. 660-669. https://orcid.org/10.1109/ARES.2015.94.</mixed-citation></citation-alternatives></ref><ref id="cit10"><label>10</label><citation-alternatives><mixed-citation xml:lang="ru">Gill A.Q. A Comprehensive Method for the Design and Development of Cloud-Native Applications / A.Q. Gill, B. Henderson-Sellers // IEEE Transactions on Cloud Computing. – 2020. – № 8(3). – Р. 747-761. https://orcid.org/10.1109/TCC.2020.2977138.</mixed-citation><mixed-citation xml:lang="en">Gill A.Q. A Comprehensive Method for the Design and Development of Cloud-Native Applications / A.Q. Gill, B. Henderson-Sellers // IEEE Transactions on Cloud Computing. – 2020. – № 8(3). – Р. 747-761. https://orcid.org/10.1109/TCC.2020.2977138.</mixed-citation></citation-alternatives></ref><ref id="cit11"><label>11</label><citation-alternatives><mixed-citation xml:lang="ru">Newman S. Monolith to microservices: Evolutionary patterns to transform your monolith / S. Newman; O'Reilly Media, – 2019. – 272 р.</mixed-citation><mixed-citation xml:lang="en">Newman S. Monolith to microservices: Evolutionary patterns to transform your monolith / S. Newman; O'Reilly Media, – 2019. – 272 р.</mixed-citation></citation-alternatives></ref><ref id="cit12"><label>12</label><citation-alternatives><mixed-citation xml:lang="ru">Kratzke N. Understanding cloud-native applications after 10 years of cloud computing – A systematic mapping study / N. Kratzke, P.C. Quint // Journal of Systems and Software. – 2017. – № 126. – Р. 1-16. https://orcid.org/10.1016/j.jss.2017.01.004.</mixed-citation><mixed-citation xml:lang="en">Kratzke N. Understanding cloud-native applications after 10 years of cloud computing – A systematic mapping study / N. Kratzke, P.C. Quint // Journal of Systems and Software. – 2017. – № 126. – Р. 1-16. https://orcid.org/10.1016/j.jss.2017.01.004.</mixed-citation></citation-alternatives></ref><ref id="cit13"><label>13</label><citation-alternatives><mixed-citation xml:lang="ru">Masyuk A. Evaluation of performance patterns for cloud-native microservice architectures / A. Masyuk, G. Scheffler, T. Goldschmidt // Journal of Cloud Computing. – 2019. – № 8(1). – Р. 1-22. https://orcid.org/10.1186/s13677-019-0141-4.</mixed-citation><mixed-citation xml:lang="en">Masyuk A. Evaluation of performance patterns for cloud-native microservice architectures / A. Masyuk, G. Scheffler, T. Goldschmidt // Journal of Cloud Computing. – 2019. – № 8(1). – Р. 1-22. https://orcid.org/10.1186/s13677-019-0141-4.</mixed-citation></citation-alternatives></ref><ref id="cit14"><label>14</label><citation-alternatives><mixed-citation xml:lang="ru">Chen L. Monitoring system of OpenStack cloud platform based on Prometheus / L. Chen, M. Xian, J. Liu // International Conference on Computer Vision, Image and Deep Learning (CVIDL). IEEE. – 2020. – Р. 206-209. https://orcid.org/10.1109/CVIDL51233.2020.0-100.</mixed-citation><mixed-citation xml:lang="en">Chen L. Monitoring system of OpenStack cloud platform based on Prometheus / L. Chen, M. Xian, J. Liu // International Conference on Computer Vision, Image and Deep Learning (CVIDL). IEEE. – 2020. – Р. 206-209. https://orcid.org/10.1109/CVIDL51233.2020.0-100.</mixed-citation></citation-alternatives></ref><ref id="cit15"><label>15</label><citation-alternatives><mixed-citation xml:lang="ru">Infrastructure cost comparison of running web applications in the cloud using AWS lambda and monolithic and microservice architectures / M. Villamizar et al // IEEE Latin America Transactions. – 2016. – № 14(9). – Р. 4142-4148. https://orcid.org/10.1109/TLA.2016.7774517.</mixed-citation><mixed-citation xml:lang="en">Infrastructure cost comparison of running web applications in the cloud using AWS lambda and monolithic and microservice architectures / M. Villamizar et al // IEEE Latin America Transactions. – 2016. – № 14(9). – Р. 4142-4148. https://orcid.org/10.1109/TLA.2016.7774517.</mixed-citation></citation-alternatives></ref><ref id="cit16"><label>16</label><citation-alternatives><mixed-citation xml:lang="ru">A novel implementation framework of digital twins for intelligent manufacturing based on container technology and cloud manufacturing services / M.H. Hung et al // IEEE Transactions on Automation Science and Engineering. – 2022. – № 19(3). – Р. 1614-1630. https://orcid.org/10.1109/TASE.2022.3143832.</mixed-citation><mixed-citation xml:lang="en">A novel implementation framework of digital twins for intelligent manufacturing based on container technology and cloud manufacturing services / M.H. Hung et al // IEEE Transactions on Automation Science and Engineering. – 2022. – № 19(3). – Р. 1614-1630. https://orcid.org/10.1109/TASE.2022.3143832.</mixed-citation></citation-alternatives></ref><ref id="cit17"><label>17</label><citation-alternatives><mixed-citation xml:lang="ru">E-FireGuard: Empowering firefighters through innovative E-commerce solutions / S. Kale et al // Industrial Management Advances. – 2024. – № 2(1). – Р. 6375-6375. https://orcid.org/10.59429/ima.v2i1.6375.</mixed-citation><mixed-citation xml:lang="en">E-FireGuard: Empowering firefighters through innovative E-commerce solutions / S. Kale et al // Industrial Management Advances. – 2024. – № 2(1). – Р. 6375-6375. https://orcid.org/10.59429/ima.v2i1.6375.</mixed-citation></citation-alternatives></ref><ref id="cit18"><label>18</label><citation-alternatives><mixed-citation xml:lang="ru">Taramov A.A. Opisanie instrumentariya dlya sozdaniya sovremennogo CI/CD konveiera / A.A. Taramov, L.V. Chernen'kaya // Perspektivy nauki. – 2020. – № 12(135). – S. 74-77. (In Russian).</mixed-citation><mixed-citation xml:lang="en">Taramov A.A. Opisanie instrumentariya dlya sozdaniya sovremennogo CI/CD konveiera / A.A. Taramov, L.V. Chernen'kaya // Perspektivy nauki. – 2020. – № 12(135). – S. 74-77. (In Russian).</mixed-citation></citation-alternatives></ref><ref id="cit19"><label>19</label><citation-alternatives><mixed-citation xml:lang="ru">Bezpyatyi M.V. Avtomatizatsiya i optimizatsiya protsessov razrabotki i razvertyvaniya v devops: primenenie sovremennykh metodov i instrumentov / M.V. Bezpyatyi // Innovatsii i investitsii. – 2023. – № 7. – S. 458-464. (in Russian).</mixed-citation><mixed-citation xml:lang="en">Bezpyatyi M.V. Avtomatizatsiya i optimizatsiya protsessov razrabotki i razvertyvaniya v devops: primenenie sovremennykh metodov i instrumentov / M.V. Bezpyatyi // Innovatsii i investitsii. – 2023. – № 7. – S. 458-464. (in Russian).</mixed-citation></citation-alternatives></ref><ref id="cit20"><label>20</label><citation-alternatives><mixed-citation xml:lang="ru">29 BULT. [Ehlektronnyi resurs]. URL: https://bult.pro (data obrashcheniya: 28.08.2024). (In Russian).</mixed-citation><mixed-citation xml:lang="en">29 BULT. [Ehlektronnyi resurs]. URL: https://bult.pro (data obrashcheniya: 28.08.2024). (In Russian).</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>
