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<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">RUDN Journal of Engineering Research</journal-id><journal-title-group><journal-title xml:lang="en">RUDN Journal of Engineering Research</journal-title><trans-title-group xml:lang="ru"><trans-title>Вестник Российского университета дружбы народов. Серия: Инженерные исследования</trans-title></trans-title-group></journal-title-group><issn publication-format="print">2312-8143</issn><issn publication-format="electronic">2312-8151</issn><publisher><publisher-name xml:lang="en">Peoples’ Friendship University of Russia named after Patrice Lumumba (RUDN University)</publisher-name></publisher></journal-meta><article-meta><article-id pub-id-type="publisher-id">42387</article-id><article-id pub-id-type="doi">10.22363/2312-8143-2024-25-3-319-329</article-id><article-id pub-id-type="edn">VKEIKC</article-id><article-categories><subj-group subj-group-type="toc-heading" xml:lang="en"><subject>Articles</subject></subj-group><subj-group subj-group-type="toc-heading" xml:lang="ru"><subject>Статьи</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">Statement of the Problem of Determining the Technical Appearance and Design Characteristics of Multi-Apartment Residential Buildings Based on the Expert Systems Method</article-title><trans-title-group xml:lang="ru"><trans-title>Постановка задачи определения технического облика и конструктивных характеристик многоквартирных жилых зданий на основе метода экспертных систем</trans-title></trans-title-group></title-group><contrib-group><contrib contrib-type="author"><contrib-id contrib-id-type="orcid">https://orcid.org/0009-0006-0211-808X</contrib-id><name-alternatives><name xml:lang="en"><surname>Merkulov</surname><given-names>Alexander A.</given-names></name><name xml:lang="ru"><surname>Меркулов</surname><given-names>Александр Александрович</given-names></name></name-alternatives><bio xml:lang="en"><p>Postgraduate student of the Department of Mechanics and Control Processes, Academy of Engineering</p></bio><bio xml:lang="ru"><p>аспирант кафедры механики и процессов управления, инженерная академия</p></bio><email>amerkulov@levelgroup.ru</email><xref ref-type="aff" rid="aff1"/></contrib><contrib contrib-type="author"><contrib-id contrib-id-type="orcid">https://orcid.org/0000-0003-1337-5672</contrib-id><contrib-id contrib-id-type="spin">7704-4720</contrib-id><name-alternatives><name xml:lang="en"><surname>Razoumny</surname><given-names>Yury N.</given-names></name><name xml:lang="ru"><surname>Разумный</surname><given-names>Юрий Николаевич</given-names></name></name-alternatives><bio xml:lang="en"><p>Doctor of Sciences (Techn.), Director of the Academy of Engineering, Head of the Department of Mechanics and Control Processes, Academy of Engineering</p></bio><bio xml:lang="ru"><p>доктор технических наук, директор инженерной академии, заведующий кафедрой механики и процессов управления, инженерная академия</p></bio><email>yury.razoumny@gmail.com</email><xref ref-type="aff" rid="aff1"/></contrib><contrib contrib-type="author"><contrib-id contrib-id-type="orcid">https://orcid.org/0000-0002-3880-6662</contrib-id><contrib-id contrib-id-type="spin">3969-6707</contrib-id><name-alternatives><name xml:lang="en"><surname>Saltykova</surname><given-names>Olga A.</given-names></name><name xml:lang="ru"><surname>Салтыкова</surname><given-names>Ольга Александровна</given-names></name></name-alternatives><bio xml:lang="en"><p>Candidate of Physico-Mathematical Sciences, Associate Professor of the Department of Mechanics and Control Processes, Academy of Engineering</p></bio><bio xml:lang="ru"><p>кандидат физико-математических наук, доцент кафедры механики и процессов управления, инженерная академия</p></bio><email>saltykova-oa@rudn.ru</email><xref ref-type="aff" rid="aff1"/></contrib><contrib contrib-type="author"><contrib-id contrib-id-type="orcid">https://orcid.org/0000-0003-3176-5279</contrib-id><contrib-id contrib-id-type="spin">5644-6735</contrib-id><name-alternatives><name xml:lang="en"><surname>Stepanyan</surname><given-names>Ivan V.</given-names></name><name xml:lang="ru"><surname>Степанян</surname><given-names>Иван Викторович</given-names></name></name-alternatives><bio xml:lang="en"><p>Doctor of Biological Sciences, Candidate of Technical Sciences, Leading Researcher</p></bio><bio xml:lang="ru"><p>доктор биологических наук, кандидат технических наук, ведущий научный сотрудник</p></bio><email>neurocomp.pro@gmail.com</email><xref ref-type="aff" rid="aff2"/></contrib></contrib-group><aff-alternatives id="aff1"><aff><institution xml:lang="en">RUDN University</institution></aff><aff><institution xml:lang="ru">Российский университет дружбы народов</institution></aff></aff-alternatives><aff-alternatives id="aff2"><aff><institution xml:lang="en">Institute of Machines Science named after A.A. Blagonravov of the Russian Academy of Sciences</institution></aff><aff><institution xml:lang="ru">Институт машиноведения им. А.А. Благонравова РАН</institution></aff></aff-alternatives><pub-date date-type="pub" iso-8601-date="2024-12-15" publication-format="electronic"><day>15</day><month>12</month><year>2024</year></pub-date><volume>25</volume><issue>3</issue><issue-title xml:lang="en">VOL 25, NO3 (2024)</issue-title><issue-title xml:lang="ru">ТОМ 25, №3 (2024)</issue-title><fpage>319</fpage><lpage>329</lpage><history><date date-type="received" iso-8601-date="2025-01-10"><day>10</day><month>01</month><year>2025</year></date></history><permissions><copyright-statement xml:lang="en">Copyright ©; 2024, Merkulov A.A., Razoumny Y.N., Saltykova O.A., Stepanyan I.V.</copyright-statement><copyright-statement xml:lang="ru">Copyright ©; 2024, Меркулов А.А., Разумный Ю.Н., Салтыкова О.А., Степанян И.В.</copyright-statement><copyright-year>2024</copyright-year><copyright-holder xml:lang="en">Merkulov A.A., Razoumny Y.N., Saltykova O.A., Stepanyan I.V.</copyright-holder><copyright-holder xml:lang="ru">Меркулов А.А., Разумный Ю.Н., Салтыкова О.А., Степанян И.В.</copyright-holder><ali:free_to_read xmlns:ali="http://www.niso.org/schemas/ali/1.0/"/><license><ali:license_ref xmlns:ali="http://www.niso.org/schemas/ali/1.0/">https://creativecommons.org/licenses/by-nc/4.0/legalcode</ali:license_ref></license></permissions><self-uri xlink:href="https://journals.rudn.ru/engineering-researches/article/view/42387">https://journals.rudn.ru/engineering-researches/article/view/42387</self-uri><abstract xml:lang="en"><p>The article discusses various methods for creating decision support systems to determine the technical appearance and design characteristics of multi-apartment residential buildings at the pre-construction stage. To solve this problem, structural optimization is used, which includes determining the number of elevators, the height of the building and the number of floors, orienting the building to the cardinal directions, determining the parameters of engineering communications and the investment attractiveness of new housing. The advantages and disadvantages of machine learning methods and various types of logical inference in expert systems for determining the technical appearance and design characteristics of multiapartment residential buildings are analyzed. A comparative analysis of the various approaches has led to the conclusion that the tools of expert systems based on fuzzy logic are the most advisable. This paper presents an overview of the fundamental principles underlying the operation of fuzzy expert systems. It also offers a critical assessment of their potential for universal applicability and versatility in addressing design challenges related to construction projects.</p></abstract><trans-abstract xml:lang="ru"><p>Рассмотрены различные методы создания систем поддержки принятия решений для определения технического облика и конструктивных характеристик многоквартирных жилых зданий на этапе подготовки к строительству. Для решения этой задачи используется структурная оптимизация, которая включает в себя определение количества лифтов, высоты здания и количества этажей, ориентацию здания по сторонам света, определение параметров инженерных коммуникаций и инвестиционной привлекательности нового жилья. Проанализированы преимущества и недостатки методов машинного обучения и различных типов логического вывода в экспертных системах для определения технического облика и конструктивных характеристик многоквартирных жилых зданий. На основе сравнительного анализа различных подходов сделан вывод о целесообразности использования инструментов экспертных систем, основанных на нечеткой логике. Показаны основные принципы работы нечетких экспертных систем и сделан вывод об их универсальности и перспективности в задачах проектирования строительных объектов.</p></trans-abstract><kwd-group xml:lang="en"><kwd>decision support systems</kwd><kwd>expert systems</kwd><kwd>structural optimization</kwd><kwd>machine learning methods</kwd><kwd>technical appearance</kwd><kwd>engineering concept</kwd><kwd>fuzzy logic</kwd></kwd-group><kwd-group xml:lang="ru"><kwd>системы поддержки принятия решений</kwd><kwd>экспертные системы</kwd><kwd>структурная оптимизация</kwd><kwd>методы машинного обучения</kwd><kwd>технический облик</kwd><kwd>инженерная концепция</kwd><kwd>нечеткая логика</kwd></kwd-group><funding-group/></article-meta></front><body></body><back><ref-list><ref id="B1"><label>1.</label><mixed-citation>Vasilkin AA. 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