<?xml version="1.0" encoding="UTF-8"?>
<!DOCTYPE root>
<article 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" xmlns:ali="http://www.niso.org/schemas/ali/1.0/" article-type="research-article" dtd-version="1.2" xml:lang="en"><front><journal-meta><journal-id journal-id-type="publisher-id">Last Mile</journal-id><journal-title-group><journal-title xml:lang="en">Last Mile</journal-title><trans-title-group xml:lang="ru"><trans-title>Первая миля</trans-title></trans-title-group></journal-title-group><issn publication-format="print">2070-8963</issn><publisher><publisher-name xml:lang="en">Technosphera JSC</publisher-name></publisher></journal-meta><article-meta><article-id pub-id-type="publisher-id">633962</article-id><article-id pub-id-type="doi">10.22184/2070-8963.2024.120.4.44.50</article-id><article-categories><subj-group subj-group-type="toc-heading" xml:lang="en"><subject>ARTIFICIAL INTELLIGENCE</subject></subj-group><subj-group subj-group-type="toc-heading" xml:lang="ru"><subject>ИСКУССТВЕННЫЙ ИНТЕЛЛЕКТ</subject></subj-group><subj-group subj-group-type="article-type"><subject>Research Article</subject></subj-group></article-categories><title-group><article-title xml:lang="en">Use of AI technologies to ensure information security in 5G networks</article-title><trans-title-group xml:lang="ru"><trans-title>Использование технологий ИИ для обеспечения информационной безопасности в сетях 5G</trans-title></trans-title-group></title-group><contrib-group><contrib contrib-type="author"><name-alternatives><name xml:lang="en"><surname>Tikhvinsky</surname><given-names>V. O.</given-names></name><name xml:lang="ru"><surname>Тихвинский</surname><given-names>В. О.</given-names></name></name-alternatives><address><country country="RU">Russian Federation</country></address><bio xml:lang="ru"><p>д.э.н., академик РАЕН, проф.; главный научный сотрудник</p></bio><email>vtniir@mail.ru</email><xref ref-type="aff" rid="aff1"/></contrib><contrib contrib-type="author"><name-alternatives><name xml:lang="en"><surname>Devyatkin</surname><given-names>E. E.</given-names></name><name xml:lang="ru"><surname>Девяткин</surname><given-names>Е. Е.</given-names></name></name-alternatives><address><country country="RU">Russian Federation</country></address><bio xml:lang="ru"><p>к.э.н., директор Центра исследований перспективных беспроводных технологий связи</p></bio><email>deugene@list.ru</email></contrib><contrib contrib-type="author"><name-alternatives><name xml:lang="en"><surname>Smirnov</surname><given-names>Y. Y.</given-names></name><name xml:lang="ru"><surname>Смирнов</surname><given-names>Ю. Я.</given-names></name></name-alternatives><address><country country="RU">Russian Federation</country></address><bio xml:lang="ru"><p>к.т.н., начальник отдела НИИ</p></bio><email>syy1969@yandex.ru</email><xref ref-type="aff" rid="aff4"/></contrib><contrib contrib-type="author"><name-alternatives><name xml:lang="en"><surname>Akhmediarov</surname><given-names>V. A.</given-names></name><name xml:lang="ru"><surname>Ахмедиаров</surname><given-names>В. А.</given-names></name></name-alternatives><address><country country="RU">Russian Federation</country></address><bio xml:lang="ru"><p>специалист 1-й категории</p></bio><email>v.ahmediarov@mail.ru</email><xref ref-type="aff" rid="aff5"/></contrib></contrib-group><aff-alternatives id="aff1"><aff><institution xml:lang="en"></institution></aff><aff><institution xml:lang="ru">МГТУ им. Н.Э.Баумана</institution></aff></aff-alternatives><aff-alternatives id="aff2"><aff><institution xml:lang="ru">Севастопольский государственный университет</institution></aff><aff><institution xml:lang="en"></institution></aff></aff-alternatives><aff-alternatives id="aff3"><aff><institution xml:lang="ru">ФГБУ НИИР</institution></aff><aff><institution xml:lang="en"></institution></aff></aff-alternatives><aff id="aff4"><institution>Минобороны РФ</institution></aff><aff id="aff5"><institution>ООО "Гейзер – Телеком"</institution></aff><pub-date date-type="pub" iso-8601-date="2024-07-03" publication-format="electronic"><day>03</day><month>07</month><year>2024</year></pub-date><issue>4</issue><issue-title xml:lang="en"/><issue-title xml:lang="ru"/><fpage>44</fpage><lpage>50</lpage><history><date date-type="received" iso-8601-date="2024-06-30"><day>30</day><month>06</month><year>2024</year></date><date date-type="accepted" iso-8601-date="2024-06-30"><day>30</day><month>06</month><year>2024</year></date></history><permissions><copyright-statement xml:lang="en">Copyright ©; 2024, Tikhvinsky V.O., Devyatkin E.E., Smirnov Y.Y., Akhmediarov V.A.</copyright-statement><copyright-statement xml:lang="ru">Copyright ©; 2024, Тихвинский В.О., Девяткин Е.Е., Смирнов Ю.Я., Ахмедиаров В.А.</copyright-statement><copyright-year>2024</copyright-year><copyright-holder xml:lang="en">Tikhvinsky V.O., Devyatkin E.E., Smirnov Y.Y., Akhmediarov V.A.</copyright-holder><copyright-holder xml:lang="ru">Тихвинский В.О., Девяткин Е.Е., Смирнов Ю.Я., Ахмедиаров В.А.</copyright-holder></permissions><self-uri xlink:href="https://journals.eco-vector.com/2070-8963/article/view/633962">https://journals.eco-vector.com/2070-8963/article/view/633962</self-uri><abstract xml:lang="en"><p>The paper considers the current issues of artificial intelligence (AI) technologies applicationto ensure information security in 5G networks based on the analysis of standardisation of technical requirements of 3GPP, ETSI and ITU-T standardisation sector group on machine learning ML5G. It is shown that application of AI technologies to solve information security problems in 5G networks leads not only to its provision, but also to the form the new threats due to the emergence of possibility of attacks on machine learning technologies when they are introduced into these networks.</p></abstract><trans-abstract xml:lang="ru"><p>Рассмотрены актуальные вопросы применения технологий искусственного интеллекта (ИИ) для обеспечения информационной безопасности в сетях 5G на основе анализа стандартизации технических требований 3GPP, ETSI и группой сектора стандартизации МСЭ-T по машинному обучению ML5G. Показано, что применение технологий ИИ для решения задач информационной безопасности в сетях 5G приводит не только к ее обеспечению, но и созданию новых угроз за счет появления возможности атак на технологии машинного обучения при их внедрении в эти сети.</p></trans-abstract><kwd-group xml:lang="en"><kwd>artificial intelligence</kwd><kwd>information security</kwd><kwd>5G networks</kwd><kwd>machine learning technologies</kwd><kwd>3GPP</kwd><kwd>ETSI</kwd><kwd>ITU-T</kwd></kwd-group><kwd-group xml:lang="ru"><kwd>искусственный интеллект</kwd><kwd>информационная безопасность</kwd><kwd>сети 5G</kwd><kwd>технологии машинного обучения</kwd><kwd>3GPP</kwd><kwd>ETSI</kwd><kwd>МСЭ-T</kwd></kwd-group><funding-group/></article-meta></front><body></body><back><ref-list><ref id="B1"><label>1.</label><mixed-citation>Тихвинский В.О., Терентьев С.В., Девяткин Е.Е. Применение технологий искусственного интеллекта в сетях 5G // ПЕРВАЯ МИЛЯ. 2023. № 3. С. 52−60.</mixed-citation></ref><ref id="B2"><label>2.</label><mixed-citation>Тихвинский В.О., Девяткин Е.Е., Савочкин А.А., Смирнов Ю.Я., Новикова Т.В. Использование технологий искусственного интеллекта для анализа сетевых данных в базовой сети 5G // ПЕРВАЯ МИЛЯ. 2023. № 5. С. 46−55.</mixed-citation></ref><ref id="B3"><label>3.</label><mixed-citation>3GPP TS 33.501 Technical Specification Group Services and System Aspects; Security architecture and procedures for 5G system (Release 18). 2024.</mixed-citation></ref><ref id="B4"><label>4.</label><mixed-citation>Безопасность сетей 5G. [Электронный ресурс]. URL: https://itechinfo.ru/content/безопасность-сетей-5g (дата обращения 15.05.2024).</mixed-citation></ref><ref id="B5"><label>5.</label><mixed-citation>Group Report GR SAI 009, Artificial Intelligence Computing Platform Security Framework.</mixed-citation></ref><ref id="B6"><label>6.</label><mixed-citation>ETSI GS ENI 002, Experiential Networked Intelligence (ENI); ENI Requirements. Sept. 2019.</mixed-citation></ref><ref id="B7"><label>7.</label><mixed-citation>FG ML5G specification: Machine Learning Sandbox for future networks including IMT-2020: requirements and architecture framework.</mixed-citation></ref><ref id="B8"><label>8.</label><mixed-citation>Chafika B., Tarik T. et al. AI for Beyond 5G Networks: A Cyber-Security Defense or Offense Enabler? // IEEE Network. 2020. Vol. 34. Iss. 6. PP. 140−147.</mixed-citation></ref><ref id="B9"><label>9.</label><mixed-citation>Muzammil K. Artificial Intelligence Development Cost. [Электронный ресурс]. URL: https://www.aalpha.net/blog/artificial-intelligence-development-cost/#:~:text=The%20AI%20solution%20you%20select,to%20create%20a%20customized%20chatbot (дата обращения 17.05.2024).</mixed-citation></ref><ref id="B10"><label>10.</label><mixed-citation>Winsey C. Know What is the Cost to Hire AI Developers in Different Regions. [Электронный ресурс]. URL: https://www.linkedin.com/pulse/know-cost-hire-ai-developers-different-regions-carolin-winsey-tthbf/ (дата обращения 17.05.2024).</mixed-citation></ref><ref id="B11"><label>11.</label><mixed-citation>How Much Does AI App Development Cost in 2024? [Электронный ресурс]. URL: https://www.sphinx-solution.com/blog/ai-app-development-cost/ (дата обращения 17.05.2024).</mixed-citation></ref></ref-list></back></article>
