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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">gyroscopy</journal-id><journal-title-group><journal-title xml:lang="ru">Гироскопия и навигация</journal-title><trans-title-group xml:lang="en"><trans-title>Giroskopiya i Navigatsiya</trans-title></trans-title-group></journal-title-group><issn pub-type="ppub">0869-7035</issn><issn pub-type="epub">2075-0927</issn><publisher><publisher-name>AO «Концерн «ЦНИИ «Электроприбор»</publisher-name></publisher></journal-meta><article-meta><article-id custom-type="edn" pub-id-type="custom">IFHKZN</article-id><article-id custom-type="elpub" pub-id-type="custom">gyroscopy-62</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>Статьи</subject></subj-group></article-categories><title-group><article-title>Управлениe группировкой БПЛА в случае кибератак и отказов оборудования</article-title><trans-title-group xml:lang="en"><trans-title>Fault Tolerant and Cyber Resilient Formation Control of Multiple UAVs</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>Шуиб</surname><given-names>Х.</given-names></name><name name-style="western" xml:lang="en"><surname>Shouib</surname><given-names>H.</given-names></name></name-alternatives><bio xml:lang="ru"><p>Шуиб Хасан</p></bio><xref ref-type="aff" rid="aff-1"/></contrib><contrib contrib-type="author" corresp="yes"><name-alternatives><name name-style="eastern" xml:lang="ru"><surname>Сайед</surname><given-names>М.</given-names></name><name name-style="western" xml:lang="en"><surname>Saied</surname><given-names>M.</given-names></name></name-alternatives><bio xml:lang="ru"><p>Сайед Маджд. Доктор наук</p></bio><xref ref-type="aff" rid="aff-2"/></contrib><contrib contrib-type="author" corresp="yes"><name-alternatives><name name-style="eastern" xml:lang="ru"><surname>Франсис</surname><given-names>К.</given-names></name><name name-style="western" xml:lang="en"><surname>Francis</surname><given-names>C.</given-names></name></name-alternatives><bio xml:lang="ru"><p>Франсис Кловис. Профессор</p></bio><xref ref-type="aff" rid="aff-3"/></contrib><contrib contrib-type="author" corresp="yes"><name-alternatives><name name-style="eastern" xml:lang="ru"><surname>Шраим</surname><given-names>Х.</given-names></name><name name-style="western" xml:lang="en"><surname>Shraim</surname><given-names>H.</given-names></name></name-alternatives><bio xml:lang="ru"><p>Шраим Хассан. Профессор</p></bio><xref ref-type="aff" rid="aff-4"/></contrib><contrib contrib-type="author" corresp="yes"><name-alternatives><name name-style="eastern" xml:lang="ru"><surname>Нун</surname><given-names>З.</given-names></name><name name-style="western" xml:lang="en"><surname>Noun</surname><given-names>Z.</given-names></name></name-alternatives><bio xml:lang="ru"><p>Нун Зиад. Доктор наук</p></bio><xref ref-type="aff" rid="aff-5"/></contrib></contrib-group><aff-alternatives id="aff-1"><aff xml:lang="ru"><institution>Технический научно-исследовательский центр технического факультета Ливанского университета (Хадат, Ливан)</institution><country>Ливан</country></aff><aff xml:lang="en"><institution>Scientific Research Center in Engineering, Faculty of Engineering, Lebanese University, Hadath, Lebanon</institution><country>Lebanon</country></aff></aff-alternatives><aff-alternatives id="aff-2"><aff xml:lang="ru"><institution>Технический научно-исследовательский центр технического факультета Ливанского университета (Хадат, Ливан); технический факультет Ливанского международного университета (Бекаа, Ливан)</institution><country>Ливан</country></aff><aff xml:lang="en"><institution>Scientific Research Center in Engineering, Faculty of Engineering, Lebanese University; Faculty of Engineering, Lebanese International University, Bekaa, Lebanon</institution><country>Lebanon</country></aff></aff-alternatives><aff-alternatives id="aff-3"><aff xml:lang="ru"><institution>Национальная высшая школа искусств и ремесел (Шалон-ан-Шампань, Франция)</institution><country>Франция</country></aff><aff xml:lang="en"><institution>Arts et Métiers PariTech, Campus de Châlons en Champagne, France</institution><country>France</country></aff></aff-alternatives><aff-alternatives id="aff-4"><aff xml:lang="ru"><institution>Технический научно-исследовательский центр технического факультета Ливанского университета</institution><country>Ливан</country></aff><aff xml:lang="en"><institution>Scientific Research Center in Engineering, Faculty of Engineering, Lebanese University</institution><country>Lebanon</country></aff></aff-alternatives><aff-alternatives id="aff-5"><aff xml:lang="ru"><institution>Технический факультет Ливанского международного университета</institution><country>Ливан</country></aff><aff xml:lang="en"><institution>Faculty of Engineering, Lebanese International University</institution><country>Lebanon</country></aff></aff-alternatives><pub-date pub-type="collection"><year>2025</year></pub-date><pub-date pub-type="epub"><day>20</day><month>05</month><year>2025</year></pub-date><volume>33</volume><issue>1</issue><fpage>64</fpage><lpage>90</lpage><permissions><copyright-statement>Copyright &amp;#x00A9; Шуиб Х., Сайед М., Франсис К., Шраим Х., Нун З., 2025</copyright-statement><copyright-year>2025</copyright-year><copyright-holder xml:lang="ru">Шуиб Х., Сайед М., Франсис К., Шраим Х., Нун З.</copyright-holder><copyright-holder xml:lang="en">Shouib H., Saied M., Francis C., Shraim H., Noun Z.</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://www.gyroscopy.ru/jour/article/view/62">https://www.gyroscopy.ru/jour/article/view/62</self-uri><abstract><p>В последнее время беспилотные летательные аппараты (БПЛА) получили широкое применение благодаря своей универсальности. Вместе с тем все большую тревогу вызывает появление вредоносных БПЛА, используемых киберпреступниками. Несанкционированные вмешательства в работу БПЛА могут привести к разрушительным последствиям, поэтому крайне необходимо создавать и внедрять соответствующие средства обнаружения и предотвращения подобных действий, а также эффективные способы защиты от них. Статья посвящена исследованию рисков, связанных с кибератаками в отношении группировок БПЛА, и соответствующих мер по устранению таких угроз. Предложена гибридная схема диагностики отказов и система отказоустойчивых взаимодействующих контроллеров для управления группой БПЛА в случае их выходов из строя и кибератак. Гибридная схема диагностики отказов построена на основе как некоторых правил, так и моделей. Смоделированы три реалистичных варианта атаки, в том числе типа «человек посередине» и GPS-спуфинг. Согласно полученным результатам, предложенная схема обеспечивает безопасную работу группировки БПЛА за счет эффективного обнаружения отказов и профилактики потенциальных рисков. </p></abstract><trans-abstract xml:lang="en"><p> In recent times, there has been a notable increase in the use of Unmanned Aerial Vehicles (UAVs) worldwide, driven by a growing demand for their versatile applications across various domains. However, alongside their beneficial applications, there has been a concerning emergence of malicious UAVs use by cyber criminals. These unauthorized activities pose significant risks, with the potential for destructive consequences. Consequently, there is a pressing need for the development and implementation of detection, protection, and prevention measures to mitigate these threats effectively. The primary objective of this paper is to explore the evolving risks associated with cyber-attacks in formation flights of UAVs, along with the corresponding countermeasures aimed at tolerating such threats. The work proposes a hybrid fault diagnosis scheme and fault-tolerant cooperative controllers for multiple UAVs under faults and cyber attacks. The proposed hybrid fault diagnosis scheme combines rule-based and model-based approaches. Three realistic attack scenarios are simulated including the Man-in-the-Middle attack and the GPS spoofing. The results show that the proposed scheme is able to ensure the safe operation of UAVs in the fleet by effectively diagnosing faults and enabling proactive measures to mitigate potential risks.</p></trans-abstract><kwd-group xml:lang="ru"><kwd>беспилотные летательные аппараты</kwd><kwd>управление группировкой</kwd><kwd>кибербезопасность</kwd><kwd>отказоустойчивость</kwd></kwd-group><kwd-group xml:lang="en"><kwd>Unmanned Aerial Vehicles</kwd><kwd>Formation Control</kwd><kwd>Cybersecurity</kwd><kwd>Fault Tolerance</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">Ly, B. and Ly, R., Cybersecurity in unmanned aerial vehicles, Journal of Cyber Security Technology, 2021, vol. 5, no. 2, pp. 120–137, https://doi.org/10.1080/23742917.2020.1846307.</mixed-citation><mixed-citation xml:lang="en">Ly, B. and Ly, R., Cybersecurity in unmanned aerial vehicles, Journal of Cyber Security Technology, 2021, vol. 5, no. 2, pp. 120–137, https://doi.org/10.1080/23742917.2020.1846307.</mixed-citation></citation-alternatives></ref><ref id="cit2"><label>2</label><citation-alternatives><mixed-citation xml:lang="ru">Guerrero, J., Flight Formation Control Strategies for Mini UAVs, in: Fight Formation Control, Guerrero, J., and Lozano, R., Eds, John Wiley &amp; Sons Ltd, 2012, pp. 135–163, https://doi.org/10.1002/9781118387191.ch7.</mixed-citation><mixed-citation xml:lang="en">Guerrero, J., Flight Formation Control Strategies for Mini UAVs, in: Fight Formation Control, Guerrero, J., and Lozano, R., Eds, John Wiley &amp; Sons Ltd, 2012, pp. 135–163, https://doi.org/10.1002/9781118387191.ch7.</mixed-citation></citation-alternatives></ref><ref id="cit3"><label>3</label><citation-alternatives><mixed-citation xml:lang="ru">Feng, Z., Guan, N., Lv, M., Liu, W., Deng, Q., Liu, X., and Yi, W., An efficient UAV hijacking detection method using onboard inertial measurement unit, ACM Trans. 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