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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">vsgiu</journal-id><journal-title-group><journal-title xml:lang="ru">Вестник Сибирского государственного индустриального университета</journal-title><trans-title-group xml:lang="en"><trans-title>Bulletin of the Siberian State Industrial University</trans-title></trans-title-group></journal-title-group><issn pub-type="ppub">2304 - 4497</issn><issn pub-type="epub">2307-1710</issn><publisher><publisher-name>Федеральное государственное бюджетное образовательное учреждение высшего образования "Сибирский государственный индустриальный университет"</publisher-name></publisher></journal-meta><article-meta><article-id pub-id-type="doi">10.57070/2304-4497-2022-4(42)-19-26</article-id><article-id custom-type="elpub" pub-id-type="custom">vsgiu-170</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>Раздел 2. Информационные технологии</subject></subj-group><subj-group subj-group-type="section-heading" xml:lang="en"><subject>Section 2. Information Technology</subject></subj-group></article-categories><title-group><article-title>АВТОМАТИЧЕСКАЯ ОБУЧАЮЩАЯ ЭКСПЕРТНАЯ СИСТЕМА</article-title><trans-title-group xml:lang="en"><trans-title>AUTOMATIC TRAINING EXPERT 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/0000-0003-4487-479X</contrib-id><name-alternatives><name name-style="eastern" xml:lang="ru"><surname>Буинцев</surname><given-names>Владимир Николаевич</given-names></name><name name-style="western" xml:lang="en"><surname>Buintsev</surname><given-names>Vladimir</given-names></name></name-alternatives><bio xml:lang="ru"><p>к.т.н., доцент кафедры прикладных информационных технологий</p></bio><bio xml:lang="en"><p> Cand. Sci. (Eng.), Assist. Profes-sor of the Department of Applied Information Technologies</p></bio><email xlink:type="simple">buintcev@mail.ru</email><xref ref-type="aff" rid="aff-1"/></contrib><contrib contrib-type="author" corresp="yes"><contrib-id contrib-id-type="orcid">https://orcid.org/0000-0003-1679-0839</contrib-id><name-alternatives><name name-style="eastern" xml:lang="ru"><surname>Рыбенко</surname><given-names>Инна Анатольевна</given-names></name><name name-style="western" xml:lang="en"><surname>Rybenko</surname><given-names>Inna</given-names></name></name-alternatives><bio xml:lang="ru"><p>д.т.н., доцент, заведующий кафедрой прикладных информационных технологий и программирования</p></bio><bio xml:lang="en"><p>Dr. Sci. (Eng.), Associate Professor, Head of the Department of Applied Information Technologies and Programming</p></bio><email xlink:type="simple">rybenko@mail.ru</email><xref ref-type="aff" rid="aff-1"/></contrib><contrib contrib-type="author" corresp="yes"><contrib-id contrib-id-type="orcid">https://orcid.org/0000-0002-2335-7788</contrib-id><name-alternatives><name name-style="eastern" xml:lang="ru"><surname>Мартусевич</surname><given-names>Ефим Александрович</given-names></name><name name-style="western" xml:lang="en"><surname>Martusevich</surname><given-names>Efim</given-names></name></name-alternatives><bio xml:lang="ru"><p>преподаватель кафедры прикладных информационных технологий</p></bio><bio xml:lang="en"><p>Lecturer of the Department of Applied Information Technologies</p></bio><email xlink:type="simple">program.pro666@yandex.ru</email><xref ref-type="aff" rid="aff-1"/></contrib><contrib contrib-type="author" corresp="yes"><contrib-id contrib-id-type="orcid">https://orcid.org/0000-0001-7455-5664</contrib-id><name-alternatives><name name-style="eastern" xml:lang="ru"><surname>Белавенцева</surname><given-names>Дарья Юрьевна</given-names></name><name name-style="western" xml:lang="en"><surname>Belaventseva</surname><given-names>Darya</given-names></name></name-alternatives><bio xml:lang="ru"><p>аспирант кафедры прикладных информационных технологий</p></bio><bio xml:lang="en"><p>Postgraduate Student of the Department of Applied Information Technologies</p></bio><email xlink:type="simple">dashau@yandex.ru</email><xref ref-type="aff" rid="aff-1"/></contrib></contrib-group><aff-alternatives id="aff-1"><aff xml:lang="ru"><institution>Сибирский государственный индустриальный университет</institution><country>Россия</country></aff><aff xml:lang="en"><institution>Siberian State Industrial 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>04</day><month>06</month><year>2025</year></pub-date><volume>0</volume><issue>4</issue><fpage>19</fpage><lpage>26</lpage><permissions><copyright-statement>Copyright &amp;#x00A9; Буинцев В.Н., Рыбенко И.А., Мартусевич Е.А., Белавенцева Д.Ю., 2025</copyright-statement><copyright-year>2025</copyright-year><copyright-holder xml:lang="ru">Буинцев В.Н., Рыбенко И.А., Мартусевич Е.А., Белавенцева Д.Ю.</copyright-holder><copyright-holder xml:lang="en">Buintsev V., Rybenko I., Martusevich E., Belaventseva D.</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.sibsiu.ru/jour/article/view/170">https://vestnik.sibsiu.ru/jour/article/view/170</self-uri><abstract><p>Групповое обучение в общем среднем образовании, средних и высших специальных учебных заведениях предполагает передачу знаний и освоение умений с ориентацией на «среднего» по способностям обучаемого. При этом достижение такого уровня обученности как навыки в принципе невозможно. Уровень навыков требует, как правило, индивидуального обучения с применением разного рода обучающе-тренирующих систем совместно с методикой итеративного научения. Пандемия короновируса (COVID-19) и переход на дистанционную форму обучения активизировал разработку информационно-коммуникационных технологий (ИКТ) обучения без присутствия учителя. Все это обуславливает актуальность разработки автоматической системы обучения на базе экспертной системы, обеспечивающей при отсутствии преподавателя достижение максимального для каждого обучаемого необходимого уровня обученности в зависимости от его интеллекта. Предложена структура автоматической обучающей системы, обеспечивающей усвоение учебного материала до заданного уровня обученности без участия преподавателя. На примере использования такой системы для обучения операторов дуговой сталеплавильной печи (ДСП) показана работа элементов системы: модели – имитатора объекта, блоков анализа ошибок обучаемого, синтеза обучающей информации, а также функций баз данных и знаний. Отдельно рассмотрены вопросы получения и формализации знаний экспертов (учителей). Приведены примеры формирования фреймов знаний для обучения сталеваров ДСП. Для обучения процессу шихтовки электросталеплавильного процесса необходим 81 фрейм информации, обеспечивающий учебные комментарии для всевозможных ошибок обучаемых.</p></abstract><trans-abstract xml:lang="en"><p>Group training in general secondary education, secondary and higher specialized educational institutions involves the transfer of knowledge and the development of skills, with an orientation to the "average" according to the abilities of the student. At the same time, achieving such a level of training as "skills" is, in principle, impossible. The level of skills requires, as a rule, individual training with the use of various kinds of teaching and training systems together with the method of iterative learning. The coronavirus pandemic (COVID-19) and the transition to distance learning have intensified the development of information and communication technologies (ICT) for teaching without the presence of a teacher. All this determines the relevance of the development of an automatic training system based on an expert system that ensures, in the absence of a teacher, the achievement of the maximum for each student, depending on his intelligence, the required level of training. In this paper, the structure of an automatic learning system is proposed, which ensures the assimilation of educational material to a given level of learning without the participation of a teacher. Using the example of using such a system for training operators of an arc steelmaking furnace, the work of the system elements is shown: the object simulator model, the trainee error analysis blocks, the synthesis of training information, as well as database and knowledge functions. The issues of obtaining and formalizing the knowledge of expert teachers are considered separately. Examples of the formation of knowledge frames for the training of chipboard steelworkers are given. For example, to teach the process of mixing an electric steelmaking process, 81 frames of information are needed, providing educational comments for all kinds of mistakes of the trainees. Conclusions were drawn based on the results of the work.</p></trans-abstract><kwd-group xml:lang="ru"><kwd>обучение</kwd><kwd>дистанционное обучение</kwd><kwd>обучение без учителя</kwd><kwd>автоматическая система обучения</kwd><kwd>экспертная система</kwd><kwd>формализация знаний</kwd></kwd-group><kwd-group xml:lang="en"><kwd>learning</kwd><kwd>distance learning</kwd><kwd>teaching without a teacher</kwd><kwd>automatic learning system</kwd><kwd>expert system</kwd><kwd>knowledge formalization</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">Курейчик В.В., Сороколетов П.В., Щеглов С.Н. Анализ современного состояния автоматизированных систем приобретения и представления знаний // Известия ЮФУ. Технические науки. Тематический выпуск. 2008. С. 120–124.</mixed-citation><mixed-citation xml:lang="en">Kureichik V.V., Sorokoletov P.V., Shcheglov S.N. 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