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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">caht</journal-id><journal-title-group><journal-title xml:lang="ru">Научный вестник МГТУ ГА</journal-title><trans-title-group xml:lang="en"><trans-title>Civil Aviation High Technologies</trans-title></trans-title-group></journal-title-group><issn pub-type="ppub">2079-0619</issn><issn pub-type="epub">2542-0119</issn><publisher><publisher-name>Moscow State Technical University of Civil Aviation (MSTU CA)</publisher-name></publisher></journal-meta><article-meta><article-id pub-id-type="doi">10.26467/2079-0619-2022-25-1-65-76</article-id><article-id custom-type="elpub" pub-id-type="custom">caht-1937</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>ТРАНСПОРТ</subject></subj-group><subj-group subj-group-type="section-heading" xml:lang="en"><subject>TRANSPORT</subject></subj-group></article-categories><title-group><article-title>Автоматизация обработки аэронавигационной информации на основе многоагентных технологий</article-title><trans-title-group xml:lang="en"><trans-title>Automation of aeronautical information processing based on multi-agent technologies</trans-title></trans-title-group></title-group><contrib-group><contrib contrib-type="author" corresp="yes"><name-alternatives><name name-style="eastern" xml:lang="ru"><surname>Эшмурадов</surname><given-names>Д. Э.</given-names></name><name name-style="western" xml:lang="en"><surname>Eshmuradov</surname><given-names>D. E.</given-names></name></name-alternatives><bio xml:lang="ru"><p>Эшмурадов Дилшод Эльмурадович, академик Академии наук Турон, кандидат технических наук, доцент кафедры метрологии, стандартизации, сертификации</p><p>г. Ташкент</p></bio><bio xml:lang="en"><p>Dilshod E. Eshmuradov, Academician of the Academy of Sciences Turon, Candidate of Technical Sciences, Associate Professor of the Metrology, Standardization, Certification Chair</p><p>Tashkent</p></bio><email xlink:type="simple">e_dilshod69@mail.ru</email><xref ref-type="aff" rid="aff-1"/></contrib><contrib contrib-type="author" corresp="yes"><name-alternatives><name name-style="eastern" xml:lang="ru"><surname>Элмурадов</surname><given-names>Т. Д.</given-names></name><name name-style="western" xml:lang="en"><surname>Elmuradov</surname><given-names>T. D.</given-names></name></name-alternatives><bio xml:lang="ru"><p>Элмурадов Темурмалик Дилшодович, старший преподаватель кафедры информационных технологий</p><p>г. Ташкент</p></bio><bio xml:lang="en"><p>Temurmalik D. Elmuradov, Senior Lecturer of the Information Technologies Chair</p><p>Tashkent</p></bio><email xlink:type="simple">e_dilshod69@mail.ru</email><xref ref-type="aff" rid="aff-1"/></contrib><contrib contrib-type="author" corresp="yes"><name-alternatives><name name-style="eastern" xml:lang="ru"><surname>Тураева</surname><given-names>Н. М.</given-names></name><name name-style="western" xml:lang="en"><surname>Turayeva</surname><given-names>N. M.</given-names></name></name-alternatives><bio xml:lang="ru"><p>Тураева Насиба Мирхамидовна, соискатель кафедры компьютерных систем</p><p>г. Ташкент</p></bio><bio xml:lang="en"><p>Nasiba M. Turayeva, Doctoral Student of the Computer Systems Chair</p><p>Tashkent</p></bio><email xlink:type="simple">t.nasiba@gmail.com</email><xref ref-type="aff" rid="aff-2"/></contrib></contrib-group><aff-alternatives id="aff-1"><aff xml:lang="ru"><institution>Ташкентский государственный технический университет имени Ислама Каримова</institution><country>Узбекистан</country></aff><aff xml:lang="en"><institution>Islam Karimov State Technical University</institution><country>Uzbekistan</country></aff></aff-alternatives><aff-alternatives id="aff-2"><aff xml:lang="ru"><institution>Ташкентский университет информационных технологий имени Мухамада Аль-Хоразми</institution><country>Узбекистан</country></aff><aff xml:lang="en"><institution>Muhammad al-Khwarizmi University of Information Technologies</institution><country>Uzbekistan</country></aff></aff-alternatives><pub-date pub-type="collection"><year>2022</year></pub-date><pub-date pub-type="epub"><day>28</day><month>02</month><year>2022</year></pub-date><volume>25</volume><issue>1</issue><fpage>65</fpage><lpage>76</lpage><permissions><copyright-statement>Copyright &amp;#x00A9; Эшмурадов Д.Э., Элмурадов Т.Д., Тураева Н.М., 2022</copyright-statement><copyright-year>2022</copyright-year><copyright-holder xml:lang="ru">Эшмурадов Д.Э., Элмурадов Т.Д., Тураева Н.М.</copyright-holder><copyright-holder xml:lang="en">Eshmuradov D.E., Elmuradov T.D., Turayeva N.M.</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://avia.mstuca.ru/jour/article/view/1937">https://avia.mstuca.ru/jour/article/view/1937</self-uri><abstract><p>Прогресс в развитии средств вычислительной техники обеспечивает возможность решать все более широкий класс задач с помощью программных систем, к числу таких задач относится задача автоматической обработки аэронавигационной информации. Это обусловливает необходимость использования новых подходов к проектированию и разработке таких систем. Один из этих подходов основан на применении идеи коллективной деятельности совокупности агентов – многоагентных технологий. В связи с этим цель статьи заключается в рассмотрении особенностей реализации автоматизированной обработки аэронавигационной информации на основе многоагентных технологий. Для достижения обозначенной цели была выбрана проблемно-структурная методология синтеза гибридных систем, которая позволяет создавать самоорганизующиеся модели, каждый элемент которых развивается, получая данные и знания от других элементов. В процессе исследования представлено формальное определение многоагентной системы автоматической обработки аэронавигационной информации, которое включает в себя множество агентов; среду функционирования агентов; совокупность допустимых взаимоотношений между агентами; описание правил формирования сети агентов; набор индивидуальных и совместных действий, коммуникационных взаимодействий, стратегий поведения и поступков; возможность эволюции системы. Также детальное внимание уделено описанию каждого агента, для чего авторами предложено использовать четыре элемента: множество переменных, входы и выходы, автономный метод, который выполняет соответствующие изменения над множеством переменных. В качестве агентов предложено использовать следующие: агент уведомления для летчиков, агент предполетных информационных бюллетеней, агент создания данных, агент авиационных процессов, агент формирования авиационной базы данных, агент создания аэронавигационных карт, агент экспорта (импорта) набора аэронавигационных данных, агент публикаций и справочников. Кроме того, в статье представлено схематическое изображение многоагентной системы автоматизированной обработки аэронавигационной информации и в математическом выражении подробно описан процесс обработки заявки в агенте. Полученные в процессе исследования результаты могут использоваться для повышения эффективности аналитической составляющей в структуре системы формирования прямых и обратных координационных связей при решении задач аэронавигации.</p></abstract><trans-abstract xml:lang="en"><p>Progress in the development of computer engineering provides an opportunity to address a wider variety of challenges using computer software systems. The task of automatic aeronautical navigation information processing is referred to the number of such issues. This stipulates the necessity to adopt new approaches to design and develop similar systems. One of these approaches is based on the application of the collective activity idea of a set of agents – multi-agent technologies. In this regard, the purpose of the article is to consider the features of the automated aeronautical navigation information processing implementation on the basis of multi-agent technologies. To achieve this goal, the problem-structural methodology of hybrid systems synthesis, which allows us to create self-organizing models, was selected. Each element of which develops, obtaining data and knowledge from other elements. In the research process, a formal definition of the multi-agent system of automatic aeronautical information processing is presented, which involves a set of agents, environment of agent functioning, a set of permissible relations between agents, description of rules for forming a network of agents, a set of individual and joint actions, communication interactions, behavior and actions strategies, a possibility of system evolution. Furthermore, an emphasis is placed on the description of each agent. For this purpose, the authors propose to use four elements: a set of variables, inputs and outputs, an autonomous technique that performs appropriate changes over a set of variables. As agents, the paper comes up with the idea to use the following: Pilots Notification Agent, Preflight Information Bulletin Agent, Data Generation Agent, Aviation Processes Agent, Aviation Database Generation Agent, Aeronautical Maps Creation Agent, Aeronautical Data Set Export/Import Agent, Publications and References Agent. In addition, the article presents the multi-agent system diagram of automated aeronautical information processing and describes in detail processing an application in the agent using the mathematical expression. The results, obtained in the course of investigations, can be used to improve the effectiveness of the analytical component in the structure of the system to form the direct and reverse coordination relationship while solving aerial navigation problems.</p></trans-abstract><kwd-group xml:lang="ru"><kwd>автоматизация</kwd><kwd>обработка</kwd><kwd>многоагентная система</kwd><kwd>аэронавигация</kwd><kwd>процесс</kwd><kwd>среда</kwd></kwd-group><kwd-group xml:lang="en"><kwd>automation</kwd><kwd>processing</kwd><kwd>multi-agent system</kwd><kwd>air navigation</kwd><kwd>process</kwd><kwd>environment</kwd></kwd-group></article-meta></front><back><ref-list><title>References</title><ref id="cit1"><label>1</label><citation-alternatives><mixed-citation xml:lang="ru">Masloboev A.V. A technology for dynamic synthesis and configuration of multi-agent systems of regional security network-centric control // Reliability &amp; Quality of Complex Systems. 2020. No. 3 (31). P. 112–120. DOI: 10.21685/2307-4205-2020-3-13</mixed-citation><mixed-citation xml:lang="en">Masloboev, A.V. (2020). A technology for dynamic synthesis and configuration of multiagent systems of regional security network-centric control. Reliability &amp; Quality of Complex Systems, no. 3 (31), p. 112–120. DOI: 10.21685/2307-4205-2020-3-13</mixed-citation></citation-alternatives></ref><ref id="cit2"><label>2</label><citation-alternatives><mixed-citation xml:lang="ru">Wang Q. Improved multi-agent reinforcement learning for path planning-based crowd simulation / Q. Wang, H. Liu, K. Gao, L. Zhang // IEEE access: practical innovations, open solutions, 2019. Vol. 7. P. 73841–73855. DOI: 10.1109/ACCESS.2019.2920913</mixed-citation><mixed-citation xml:lang="en">Wang, Q., Liu, H., Gao, K. and Zhang, L. (2019). Improved multi-agent reinforcement learning for path planning-based crowd simulation. IEEE access: practical innovations, open solutions, vol. 7, p. 73841–73855. DOI: 10.1109/ACCESS.2019.2920913</mixed-citation></citation-alternatives></ref><ref id="cit3"><label>3</label><citation-alternatives><mixed-citation xml:lang="ru">Nejati A., Soudjani S., Zamani M. Compositional abstraction-based synthesis for continuous- time stochastic hybrid systems // European Journal of Control. 2021. Vol. 57. P. 82–94. DOI: 10.1016/j.ejcon.2020.04.001</mixed-citation><mixed-citation xml:lang="en">Nejati, A., Soudjani, S. and Zamani, M. (2021). Compositional abstraction-based synthesis for continuous-time stochastic hybrid systems. European Journal of Control, vol. 57, p. 82–94. DOI: 10.1016/j.ejcon.2020.04.001</mixed-citation></citation-alternatives></ref><ref id="cit4"><label>4</label><citation-alternatives><mixed-citation xml:lang="ru">Pasaoglu C. Hybrid systems modeling and automated air traffic control for threedimensional separation assurance / C. Pasaoglu, B. Baspinar, N.K. Ure, G. Inalhan // Proceedings of the Institution of Mechanical Engineers. Part G. Journal of aerospace engineering. 2016. Vol. 230, no. 9. P. 1788–1809. DOI: 10.1177/0954410015619443</mixed-citation><mixed-citation xml:lang="en">Pasaoglu, C., Baspinar, B., Ure, N.K. and Inalhan, G. (2016). Hybrid systems modeling and automated air traffic control for three-dimensional separation assurance. Proceedings of the Institution of Mechanical Engineers. Part G. Journal of aerospace engineering, vol. 230, no. 9, p. 1788–1809. DOI: 10.1177/0954410015619443</mixed-citation></citation-alternatives></ref><ref id="cit5"><label>5</label><citation-alternatives><mixed-citation xml:lang="ru">Liu D. Deep reinforcement learning aided packet-routing for aeronautical ad-hoc networks formed by passenger planes / D. Liu, J. Cui, J. Zhang, Ch. Yang, L. Hanzo // IEEE Transactions on Vehicular Technology. 2021. Vol. 70, no. 5. P. 5166–5171. DOI: 10.1109/TVT.2021.3074015</mixed-citation><mixed-citation xml:lang="en">Liu, D., Cui, J., Zhang, J., Yang, Ch. and Hanzo, L. (2021). Deep reinforcement learning aided packet-routing for aeronautical ad-hoc networks formed by passenger planes. IEEE Transactions on Vehicular Technology, vol. 70, no. 5, p. 5166–5171. DOI: 10.1109/TVT.2021.3074015</mixed-citation></citation-alternatives></ref><ref id="cit6"><label>6</label><citation-alternatives><mixed-citation xml:lang="ru">Самойлов В.А., Степанов Ф.М. Перспективные методы построения вылетного потока в автоматизированных системах управления воздушным движением // Вестник Санкт-Петербургского государственного университета гражданской авиации. 2020. № 4 (29). С. 108–120.</mixed-citation><mixed-citation xml:lang="en">Samoilov, V.A. and Stepanov, F.M. (2020). Promising methods of departure flow construction in automated air traffic control systems. Vestnik Sankt-Peterburgskogo gosudarstvennogo universiteta grazhdanskoy aviatsii, no. 4 (29), p. 108–120. (in Russian)</mixed-citation></citation-alternatives></ref><ref id="cit7"><label>7</label><citation-alternatives><mixed-citation xml:lang="ru">Sun F., Lei C., Kurths J. Consensus of heterogeneous discrete-time multi-agent systems with noise over Markov switching topologies // International Journal of Robust and Nonlinear Control. 2021. Vol. 31, no. 5. P. 1530–1541. DOI: 10.1002/rnc.5360</mixed-citation><mixed-citation xml:lang="en">Sun, F., Lei, C. and Kurths, J. (2021). Consensus of heterogeneous discrete-time multiagent systems with noise over Markov switching topologies. International Journal of Robust and Nonlinear Control, vol. 31, no. 5, p. 1530–1541. DOI: 10.1002/rnc.5360</mixed-citation></citation-alternatives></ref><ref id="cit8"><label>8</label><citation-alternatives><mixed-citation xml:lang="ru">Chao Y., Ji Zh. Necessary and sufficient conditions for multi-agent controllability of path and star topologies by exploring the information of second-order neighbours // IMA Journal of Mathematical Control and Information. 2021. Vol. 38, no. 1. P. 1–14. DOI: 10.1093/imamci/dnw013</mixed-citation><mixed-citation xml:lang="en">Chao, Y. and Ji, Zh. (2021). Necessary and sufficient conditions for multi-agent controllability of path and star topologies by exploring the information of second-order neighbours. IMA Journal of Mathematical Control and Information, vol. 38, no. 1, p. 1–14. DOI: 10.1093/imamci/dnw013</mixed-citation></citation-alternatives></ref><ref id="cit9"><label>9</label><citation-alternatives><mixed-citation xml:lang="ru">Горященко А.С. Применение мультиагентной системы для решения задачи формирования групп агентов // Искусственный интеллект и принятие решений. 2019. № 4. С. 70–77. DOI: 10.14357/20718594190408</mixed-citation><mixed-citation xml:lang="en">Goryashchenko, A.S. (2019). Using of multi-agent system for solving agents group formation problem. Artificial Intelligence and Decision Making, no. 4, p. 70–77. DOI: 10.14357/20718594190408</mixed-citation></citation-alternatives></ref><ref id="cit10"><label>10</label><citation-alternatives><mixed-citation xml:lang="ru">Luo Q., Wang J., Liu Sh. AeroMRP: a multipath reliable transport protocol for aeronautical ad hoc networks // IEEE Internet of Things Journal. 2019. Vol. 6, no. 2. P. 3399–3410. DOI: 10.1109/JIOT.2018.2883736</mixed-citation><mixed-citation xml:lang="en">Luo, Q., Wang, J. and Liu, Sh. (2019). AeroMRP: a multipath reliable transport protocol for aeronautical ad hoc networks. IEEE Internet of Things Journal, vol. 6, no. 2, p. 3399–3410. DOI: 10.1109/JIOT.2018.2883736</mixed-citation></citation-alternatives></ref><ref id="cit11"><label>11</label><citation-alternatives><mixed-citation xml:lang="ru">Durak U. Advances in aeronautical informatics: technologies towards Flight 4.0. / U. Durak, J. Becker, S. Hartmann, N.S. Voros. 1st ed. Cham: Springer, 2018. 345 р. DOI: 10.1007/978-3-319-75058-3</mixed-citation><mixed-citation xml:lang="en">Durak, U., Becker, J., Hartmann, S. and Voros, N.S. (2018). Advances in aeronautical informatics: technologies towards Flight 4.0. 1st ed. Cham: Springer. 345 р. DOI: 10.1007/978-3-319-75058-3</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>
