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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">vdgtu</journal-id><journal-title-group><journal-title xml:lang="ru">Вестник Дагестанского государственного технического университета. Технические науки</journal-title><trans-title-group xml:lang="en"><trans-title>Herald of Dagestan State Technical University. Technical Sciences</trans-title></trans-title-group></journal-title-group><issn pub-type="ppub">2073-6185</issn><issn pub-type="epub">2542-095X</issn><publisher><publisher-name>Daghestan State Technical University</publisher-name></publisher></journal-meta><article-meta><article-id pub-id-type="doi">10.21822/2073-6185-2026-53-1-108-115</article-id><article-id custom-type="elpub" pub-id-type="custom">vdgtu-2011</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>ИНФОРМАЦИОННЫЕ ТЕХНОЛОГИИ И ТЕЛЕКОММУНИКАЦИИ</subject></subj-group><subj-group subj-group-type="section-heading" xml:lang="en"><subject>INFORMATION TECHNOLOGY AND TELECOMMUNICATIONS</subject></subj-group></article-categories><title-group><article-title>Оценка влияния рисков на безопасность систем искусственного интеллекта</article-title><trans-title-group xml:lang="en"><trans-title>Assessing the impact of risks on the security of Artificial Intelligence systems</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>Лившиц</surname><given-names>И. И.</given-names></name><name name-style="western" xml:lang="en"><surname>Livshits</surname><given-names>I. I.</given-names></name></name-alternatives><bio xml:lang="ru"><p>Лившиц Илья Иосифович, доктор технических наук, профессор практики,</p><p>197101, г. Санкт-Петербург, Кронверкский пр., д. 49</p></bio><bio xml:lang="en"><p>Ilya I. Livshits, Dr. Sci. (Eng.), Prof. of Practice,</p><p>49 Kronverksky Ave., St. Petersburg 197101</p></bio><email xlink:type="simple">Livshitz.i@yandex.ru</email><xref ref-type="aff" rid="aff-1"/></contrib></contrib-group><aff-alternatives id="aff-1"><aff xml:lang="ru"><institution>Национальный исследовательский университет ИТМО</institution><country>Россия</country></aff><aff xml:lang="en"><institution>I.I. National Research University ITMO</institution><country>Russian Federation</country></aff></aff-alternatives><pub-date pub-type="collection"><year>2026</year></pub-date><pub-date pub-type="epub"><day>30</day><month>04</month><year>2026</year></pub-date><volume>53</volume><issue>1</issue><fpage>108</fpage><lpage>115</lpage><permissions><copyright-statement>Copyright &amp;#x00A9; Лившиц И.И., 2026</copyright-statement><copyright-year>2026</copyright-year><copyright-holder xml:lang="ru">Лившиц И.И.</copyright-holder><copyright-holder xml:lang="en">Livshits I.I.</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://vestnik.dgtu.ru/jour/article/view/2011">https://vestnik.dgtu.ru/jour/article/view/2011</self-uri><abstract><sec><title>Цель</title><p>Цель. Целью исследования является оценка влияния рисков на безопасность систем искусственного интеллекта (ИИ). Новая методика учитывает существующую научную и научно-практическую базу в области управления рисков, обеспечения информационной безопасности (ИБ) и стандартов в области ИИ.</p></sec><sec><title>Метод</title><p>Метод. Представлена методика оценки влияния рисков ИБ на процессы безопасности систем ИИ, основанная на известных и новых аналитических методах исследования безопасности СлПО (стандарты ISO, IEC, ГОСТ).</p></sec><sec><title>Результат</title><p>Результат. Сформулировано математическое описание исследования, суть которого состоит в оценке рисков ИБ для обеспечения заданного уровня безопасности рассматриваемой системы ИИ как функциональной подсистемы в ограничениях финальной полной системы СлПО (КИИ). Представлены результаты применения предложенного подхода к оценке рисков ИБ для современных и перспективных систем ИИ на базе международных стандартов ISO/IEC.</p></sec><sec><title>Вывод</title><p>Вывод. Перспективы практической реализации предложенной методики связаны с обеспечением объективности, точности и полноты количественной оценки рисков ИБ, что обеспечивает принятие взвешенного и экономически обоснованного решения по обеспечению безопасности систем ИИ. Полученные результаты могут быть применены экспертами при проектировании, оценке соответствия и оптимизации систем ИИ в составе полных систем СлПО (КИИ) в аспекте обеспечения ИБ.</p></sec></abstract><trans-abstract xml:lang="en"><sec><title>Objective</title><p>Objective. The purpose of the study is to assess the impact of risks on the security of artificial intelligence (AI) systems. The new methodology takes into account the existing scientific and practical basis in the field of risk management, IT-security and standards in the AI fields.</p></sec><sec><title>Method</title><p>Method. This paper presents a methodology for assessing the impact of information security risks on AI system security processes, based on established and new analytical methods for studying software security (ISO, IEC, and GOST standards).</p></sec><sec><title>Result</title><p>Result. A mathematical description of the information security risk assessment is formulated to ensure a given level of security for the AI system under consideration as a functional subsystem within the constraints of the final complete software system (CII). The results of applying the proposed approach to assessing information security risks for AI systems based on international ISO/IEC standards are presented.</p></sec><sec><title>Conclusion</title><p>Conclusion. The potential for implementing this methodology lies in ensuring the objectivity, accuracy, and completeness of quantitative information security risk assessments, which enables informed decision-making on ensuring the security of AI systems. The results can be applied by experts in the design, compliance assessment, and optimization of AI systems within critical information infrastructure (CII) systems to ensure information security.</p></sec></trans-abstract><kwd-group xml:lang="ru"><kwd>искусственный интеллект</kwd><kwd>система</kwd><kwd>риск</kwd><kwd>оценка</kwd><kwd>аудит</kwd><kwd>стандарт</kwd><kwd>информационная безопасность</kwd><kwd>требования</kwd><kwd>сложный промышленный объект</kwd><kwd>критическая информационная инфраструктура</kwd></kwd-group><kwd-group xml:lang="en"><kwd>artificial intelligence</kwd><kwd>system</kwd><kwd>risk</kwd><kwd>assessment</kwd><kwd>audit</kwd><kwd>standard</kwd><kwd>information security</kwd><kwd>requirements</kwd><kwd>complex industrial facilities</kwd><kwd>critical information infrastructure</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">Бурланков С.П., Семёнов К.О., Галактионова Е.В., Комаров В.А. 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