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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">ntv</journal-id><journal-title-group><journal-title xml:lang="ru">Научно-технический вестник информационных технологий, механики и оптики</journal-title><trans-title-group xml:lang="en"><trans-title>Scientific and Technical Journal of Information Technologies, Mechanics and Optics</trans-title></trans-title-group></journal-title-group><issn pub-type="ppub">2226-1494</issn><issn pub-type="epub">2500-0373</issn><publisher><publisher-name>Университет ИТМО</publisher-name></publisher></journal-meta><article-meta><article-id pub-id-type="doi">10.17586/2226-1494-2022-22-3-480-491</article-id><article-id custom-type="elpub" pub-id-type="custom">ntv-243</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>АВТОМАТИЧЕСКОЕ УПРАВЛЕНИЕ И РОБОТОТЕХНИКА</subject></subj-group><subj-group subj-group-type="section-heading" xml:lang="en"><subject>AUTOMATIC CONTROL AND ROBOTICS</subject></subj-group></article-categories><title-group><article-title>Применение методов детектирования отказов для обнаружения информационных атак на систему управления</article-title><trans-title-group xml:lang="en"><trans-title>Application of failure detection methods to detect information attacks on the control system</trans-title></trans-title-group></title-group><contrib-group><contrib contrib-type="author" corresp="yes"><contrib-id contrib-id-type="orcid">https://orcid.org/0000-0002-5333-0594</contrib-id><name-alternatives><name name-style="eastern" xml:lang="ru"><surname>Маргун</surname><given-names>А. А.</given-names></name><name name-style="western" xml:lang="en"><surname>Margun</surname><given-names>A. A.</given-names></name></name-alternatives><bio xml:lang="ru"><p>Маргун Алексей Анатольевич — кандидат технических наук, доцент; научный сотрудник</p><p>Санкт-Петербург, 197101</p><p>sc 55521791600</p><p>Санкт-Петербург, 199178</p></bio><bio xml:lang="en"><p>Alexey A. Margun — PhD, Assistant Professor; Researcher</p><p>Saint Petersburg, 199178</p><p>Saint Petersburg, 199178</p><p>sc 55521791600</p></bio><email xlink:type="simple">alexeimargun@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/0000-0002-8006-0980</contrib-id><name-alternatives><name name-style="eastern" xml:lang="ru"><surname>Юрьева</surname><given-names>Р. А.</given-names></name><name name-style="western" xml:lang="en"><surname>Iureva</surname><given-names>R. A.</given-names></name></name-alternatives><bio xml:lang="ru"><p>Юрьева Радда Алексеевна — кандидат технических наук, доцент, доцент</p><p>Санкт-Петербург, 197101</p><p>sc 57190606805</p></bio><bio xml:lang="en"><p>Radda A. Iureva — PhD, Associate Professor, Associate Professor</p><p>Saint Petersburg, 199178</p><p>sc 57190606805</p></bio><email xlink:type="simple">raddaiureva@itmo.ru</email><xref ref-type="aff" rid="aff-2"/></contrib><contrib contrib-type="author" corresp="yes"><contrib-id contrib-id-type="orcid">https://orcid.org/0000-0003-0942-3926</contrib-id><name-alternatives><name name-style="eastern" xml:lang="ru"><surname>Колесникова</surname><given-names>Д. В.</given-names></name><name name-style="western" xml:lang="en"><surname>Kolesnikova</surname><given-names>D. V.</given-names></name></name-alternatives><bio xml:lang="ru"><p>Колесникова Дарья Викторовна — аспирант, ассистент</p><p>Санкт-Петербург, 197101</p><p>sc 57206781641</p></bio><bio xml:lang="en"><p>Daria V. Kolesnikova — PhD Student, Assistant</p><p>Saint Petersburg, 199178</p><p>sc 57206781641</p></bio><email xlink:type="simple">Kolesnikova_d@itmo.ru</email><xref ref-type="aff" rid="aff-2"/></contrib></contrib-group><aff-alternatives id="aff-1"><aff xml:lang="ru"><institution>Университет ИТМО; Институт проблем машиноведения РАН</institution><country>Россия</country></aff><aff xml:lang="en"><institution>ITMO University; Institute for Problems in Mechanical Engineering of the Russian Academy of Sciences</institution><country>Russian Federation</country></aff></aff-alternatives><aff-alternatives id="aff-2"><aff xml:lang="ru"><institution>Университет ИТМО</institution><country>Россия</country></aff><aff xml:lang="en"><institution>ITMO University</institution><country>Russian Federation</country></aff></aff-alternatives><pub-date pub-type="collection"><year>2022</year></pub-date><pub-date pub-type="epub"><day>16</day><month>12</month><year>2024</year></pub-date><volume>22</volume><issue>3</issue><fpage>480</fpage><lpage>491</lpage><permissions><copyright-statement>Copyright &amp;#x00A9; Маргун А.А., Юрьева Р.А., Колесникова Д.В., 2024</copyright-statement><copyright-year>2024</copyright-year><copyright-holder xml:lang="ru">Маргун А.А., Юрьева Р.А., Колесникова Д.В.</copyright-holder><copyright-holder xml:lang="en">Margun A.A., Iureva R.A., Kolesnikova D.V.</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://ntv.elpub.ru/jour/article/view/243">https://ntv.elpub.ru/jour/article/view/243</self-uri><abstract><p>Обеспечение безопасности систем управления – важная и актуальная проблема. Она состоит в исключении влияния отказов и атак на объекты управления, окружающую среду и др. Большое значение имеет предотвращение критических отказов. Выполнен анализ сходств последствий атак на сложные технические системы и отказов этих систем. Рассмотрено влияние информационных атак на динамику систем автоматического управления. В ходе работы представлена гипотеза о сходстве влияния отказов и информационных атак на сложную техническую систему. Как информационные атаки, так и отказы вызывают отклонения динамики объекта управления. Анализ отклонения динамики объекта управления от нормального режима функционирования позволит детектировать и изолировать информационные атаки и отказы. Проведено сравнение аномальной динамики объектов управления при атаках и отказах устройств, обнаружены зависимости, и сделаны выводы. Проанализировано сходство последствий информационных атак и отказов системы управления, разработана методика идентификации атак на основе методов, разработанных для детектирования отказов. Выполнено компьютерное моделирование влияния информационных атак и отказов на систему управления двигателем постоянного тока, приведены результаты в виде графиков. Результаты моделирования позволяют сделать вывод о применимости алгоритмов детектирования отказов для обнаружения атак. Показано, что отказы и информационные атаки могут привести к опасным последствиям для системы управления. Актуальным представляется исследование пересечения области информационной безопасности и детектирования отказов.</p></abstract><trans-abstract xml:lang="en"><p>The problem of ensuring the security of control systems is an important and urgent problem. It consists of eliminating the impact of failures and attacks on control objects and the environment, etc. Prevention of critical failures is important. The purpose of this study is to analyze the similarities between the consequences of attacks on complex technical systems and failures of these systems. In the course of the work, a hypothesis about the similarity of the impact of failures and information attacks on a complex technical system is presented. Both information attacks and failures cause anomalous dynamics of the control object. Analysis of the deviation of the dynamics of the control object from the normal mode of operation will allow us to detect and isolate information attacks and failures. The paper examines the influence of information attacks on the dynamics of automatic control systems. Comparison of abnormal dynamics of control objects during attacks and device failures is carried out. The similarity of the consequences of information attacks and failures of the control system are analyzed, a method for identifying attacks based on the methods developed for detecting failures is developed. Computer modeling of the influence of information attacks and failures on the control system of a DC motor has been carried out. The simulation results allow making a conclusion about the applicability of the failure detection algorithms for detecting attacks. It is shown that failures and information attacks can lead to dangerous consequences for the control system. It seems relevant to study the intersection of the field of information security and failure detection.</p></trans-abstract><kwd-group xml:lang="ru"><kwd>детектирование отказов</kwd><kwd>изоляция отказов</kwd><kwd>надежность</kwd><kwd>опасный отказ</kwd><kwd>функциональная безопасность</kwd><kwd>отказоустойчивость</kwd><kwd>кибератака</kwd></kwd-group><kwd-group xml:lang="en"><kwd>failure detection</kwd><kwd>failure isolation</kwd><kwd>reliability</kwd><kwd>dangerous failure</kwd><kwd>functional safety</kwd><kwd>fault tolerance</kwd><kwd>attack</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">Lee J., Bagheri B., Kao H.A. A cyber-physical systems architecture for industry 4.0-based manufacturing systems. Manufacturing Letters, 2015, vol. 3, pp. 18–23. https://doi.org/10.1016/j.mfglet.2014.12.001</mixed-citation><mixed-citation xml:lang="en">Lee J., Bagheri B., Kao H.A. 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