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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">mtnip</journal-id><journal-title-group><journal-title xml:lang="ru">Московский транспорт. Наука и проектирование</journal-title><trans-title-group xml:lang="en"><trans-title>Moscow Transport. Science and Designn</trans-title></trans-title-group></journal-title-group><issn pub-type="ppub">3034-5162</issn><publisher><publisher-name>ГБУ НИИ "МосТрансПроект"</publisher-name></publisher></journal-meta><article-meta><article-id custom-type="elpub" pub-id-type="custom">mtnip-27</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>КОМПЬЮТЕРНЫЕ НАУКИ И ИНФОРМАТИКА</subject></subj-group><subj-group subj-group-type="section-heading" xml:lang="en"><subject>COMPUTER SCIENCE AND INFORMATICS</subject></subj-group></article-categories><title-group><article-title>Задачи, вызовы и эффективность интеллектуальных технологий для  цифрового проектирования</article-title><trans-title-group xml:lang="en"><trans-title>Objectives, Challenges And Effectiveness Of Intelligent Technologies In  Digital Design</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>Красноженов</surname><given-names>Г. Г.</given-names></name><name name-style="western" xml:lang="en"><surname>Krasnozhenov</surname><given-names>G. G.</given-names></name></name-alternatives><bio xml:lang="ru"><p>Красноженов Григорий Григорьевич -  кандидат физико-математических наук,  ведущий эксперт научно-учебной лаборатории  методов анализа больших данных Института искусственного интеллекта и цифровых наук НИУ ВШЭ</p><p> 109028, г. Москва, Покровский бульвар, д. 11 </p></bio><bio xml:lang="en"><p> Krasnozhenov Grigoriy Grigorievich -  Candidate of Physical and Mathematical Sciences (Ph.D. in Mathematics/Physics), Leading Expert  of the Research and Educational Laboratory for Big Data Analysis Methods, Institute for Artificial Intelligence and Digital Sciences</p><p>109028, Moscow, 11 Pokrovsky Bulvar</p></bio><email xlink:type="simple">gkrasnozhenov@hse.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>Лебедев</surname><given-names>С. А.</given-names></name><name name-style="western" xml:lang="en"><surname>Lebedev</surname><given-names>S. A.</given-names></name></name-alternatives><bio xml:lang="ru"><p>Лебедев Сергей Аркадьевич -  кандидат экономических наук руководитель департамента программной инженерии ФКН НИУ ВШЭ </p><p>109028, г. Москва, Покровский бульвар, д. 11 </p></bio><bio xml:lang="en"><p>Lebedev Sergey Arkad`evich -  Candidate of Economic Sciences (Ph.D. in  Economics), Head of the Department of Software  Engineering, Faculty of Computer Science</p><p>109028, Moscow, 11 Pokrovsky Bulvar</p></bio><email xlink:type="simple">salebedev@hse.ru</email><xref ref-type="aff" rid="aff-1"/></contrib></contrib-group><aff-alternatives id="aff-1"><aff xml:lang="ru">ФГАОУ ВО «Национальный исследовательский университет «Высшая школа экономики»<country>Россия</country></aff><aff xml:lang="en">«National Research University Higher School of Economics»<country>Russian Federation</country></aff></aff-alternatives><pub-date pub-type="collection"><year>2025</year></pub-date><pub-date pub-type="epub"><day>11</day><month>10</month><year>2025</year></pub-date><volume>0</volume><issue>3</issue><fpage>56</fpage><lpage>74</lpage><permissions><copyright-statement>Copyright &amp;#x00A9; Красноженов Г.Г., Лебедев С.А., 2025</copyright-statement><copyright-year>2025</copyright-year><copyright-holder xml:lang="ru">Красноженов Г.Г., Лебедев С.А.</copyright-holder><copyright-holder xml:lang="en">Krasnozhenov G.G., Lebedev S.A.</copyright-holder><license 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://mtnip.elpub.ru/jour/article/view/27">https://mtnip.elpub.ru/jour/article/view/27</self-uri><abstract><p>Статья посвящена анализу существующих трендов и вытекающих из направления развития интеллектуальных технологий актуальных задач для организаций, осуществляющих в Российской Федерации переход на цифровое проектирование.</p></abstract><trans-abstract xml:lang="en"><p>This article analyzes existing trends and challenges arising from the development of intelligent technologies that are relevant for organizations implementing the transition to digital design in the Russian Federation.</p></trans-abstract><kwd-group xml:lang="ru"><kwd>ИИ</kwd><kwd>транспортное проектирование</kwd><kwd>обработка естественного языка</kwd><kwd>генеративный  дизайн</kwd><kwd>компьютерное зрение</kwd></kwd-group><kwd-group xml:lang="en"><kwd>AI</kwd><kwd>transport design</kwd><kwd>natural language processing</kwd><kwd>generative design</kwd><kwd>computer vision</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">Xiao J., Xu Z., Xiao A., Wang X., Skare M. 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