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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">ntv</journal-id><journal-title-group><journal-title xml:lang="ru">Научно-технический вестник информационных технологий, механики и оптики</journal-title><trans-title-group xml:lang="en"><trans-title>Scientific and Technical Journal of Information Technologies, Mechanics and Optics</trans-title></trans-title-group></journal-title-group><issn pub-type="ppub">2226-1494</issn><issn pub-type="epub">2500-0373</issn><publisher><publisher-name>Университет ИТМО</publisher-name></publisher></journal-meta><article-meta><article-id pub-id-type="doi">10.17586/2226-1494-2022-22-1-60-66</article-id><article-id custom-type="elpub" pub-id-type="custom">ntv-260</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 СИСТЕМЫ И ИНФОРМАЦИОННЫЕ ТЕХНОЛОГИИ</subject></subj-group><subj-group subj-group-type="section-heading" xml:lang="en"><subject>COMPUTER SCIENCE</subject></subj-group></article-categories><title-group><article-title>Исследование влияния человеческих факторов на скорость движения рельсового городского транспорта</article-title><trans-title-group xml:lang="en"><trans-title>A study of the influence of human factors on the speed of urban rail transport</trans-title></trans-title-group></title-group><contrib-group><contrib contrib-type="author" corresp="yes"><contrib-id contrib-id-type="orcid">https://orcid.org/0000-0001-7396-2831</contrib-id><name-alternatives><name name-style="eastern" xml:lang="ru"><surname>Ляховенко</surname><given-names>Ю. А.</given-names></name><name name-style="western" xml:lang="en"><surname>Lyakhovenko</surname><given-names>Ju. A.</given-names></name></name-alternatives><bio xml:lang="ru"><p>Ляховенко Юлия Александровна — студент</p><p>sc 57216353188</p><p>Санкт-Петербург, 197101</p></bio><bio xml:lang="en"><p>Julia A. Lyakhovenko — Student</p><p>sc 57216353188</p><p>Saint Petersburg, 197101</p></bio><email xlink:type="simple">lyakhovenko.kam@gmail.com</email><xref ref-type="aff" rid="aff-1"/></contrib><contrib contrib-type="author" corresp="yes"><contrib-id contrib-id-type="orcid">https://orcid.org/0000-0002-6407-7934</contrib-id><name-alternatives><name name-style="eastern" xml:lang="ru"><surname>Попов</surname><given-names>И. Ю.</given-names></name><name name-style="western" xml:lang="en"><surname>Popov</surname><given-names>I. Yu.</given-names></name></name-alternatives><bio xml:lang="ru"><p>Попов Илья Юрьевич — кандидат технических наук, доцент</p><p>sc 57202195632</p><p>Санкт-Петербург, 197101</p></bio><bio xml:lang="en"><p>Ilya Yu. Popov — PhD, Associate Professor</p><p>sc 57202195632</p><p>Saint Petersburg, 197101</p></bio><email xlink:type="simple">ilyapopov27@gmail.com</email><xref ref-type="aff" rid="aff-1"/></contrib></contrib-group><aff-alternatives id="aff-1"><aff xml:lang="ru"><institution>Университет ИТМО</institution><country>Россия</country></aff><aff xml:lang="en"><institution>ITMO 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>16</day><month>12</month><year>2024</year></pub-date><volume>22</volume><issue>1</issue><fpage>60</fpage><lpage>66</lpage><permissions><copyright-statement>Copyright &amp;#x00A9; Ляховенко Ю.А., Попов И.Ю., 2024</copyright-statement><copyright-year>2024</copyright-year><copyright-holder xml:lang="ru">Ляховенко Ю.А., Попов И.Ю.</copyright-holder><copyright-holder xml:lang="en">Lyakhovenko J.A., Popov I.Y.</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://ntv.elpub.ru/jour/article/view/260">https://ntv.elpub.ru/jour/article/view/260</self-uri><abstract><p>Предмет исследования. Представлена модель оценки состояния транспортных узлов движения общественного рельсового транспорта. Исследована зависимость скорости движения рельсового городского транспорта от влияния внешних случайных факторов, зависящих от человека (human factors). Учтены такие факторы, как движение других транспортных средств и пешеходов, ремонтные работы на участках дорог, а также плотность потока транспортных средств и пешеходов. Предложенная модель оценки транспортного узла содержит множество перекрестков, линий движения рельсового транспорта и полос смешенного движения в рамках правил дорожного движения. Метод. Решение задачи построено на методологии мультиагентных систем. Основа предложенного подхода — определение архитектуры отдельных агентов, входных параметров предполагаемых откликов системы. Для построения модели движения транспортных потоков с различными видами транспортных средств использована программная платформа PTV Vissim. Основные результаты. В ходе симуляции мультиагентной системы выявлена значительная зависимость скорости движения городского рельсового транспорта от плотности потока движения и наличия ремонтных работ. Отличительная особенность предложенного подхода — учет влияния человеческого фактора. Практическая значимость. Полученный подход может быть использован при проектировании транспортных узлов беспрепятственного движения беспилотного рельсового городского транспорта.</p></abstract><trans-abstract xml:lang="en"><p>The paper presents a model for assessing the state of transport hubs of public rail transport and investigates the dependence of the movement speed of urban rail transport on the influence of external random human-based factors. The study considers the following factors: the movement of other vehicles and pedestrians, repair on road sections, and the density of traffic of vehicles and pedestrians. The proposed model of the transport hub contains many intersections, rail traffic lines, and mixed traffic lanes within the framework of the traffic rules. The solution to the problem is based on the methodology of multi-agent systems. The basis of the proposed approach is the definition of the architecture of individual agents and the input parameters of the expected system responses. The software platform PTV Vissim, which allows building models of traffic flows with various types of vehicles, is used. During the simulation of the multi-agent system, a significant dependence of the speed of urban rail transport on the traffic density and the presence of repair work was revealed. A distinctive feature of the proposed approach is that it considers the influence of the human factor. The obtained approach can be used to design transport hubs for the unimpeded movement of unmanned urban rail transport.</p></trans-abstract><kwd-group xml:lang="ru"><kwd>многоагентные системы</kwd><kwd>моделирование</kwd><kwd>железнодорожный транспорт</kwd><kwd>human factors</kwd><kwd>моделирование транспортных потоков</kwd></kwd-group><kwd-group xml:lang="en"><kwd>multi-agent systems</kwd><kwd>modeling</kwd><kwd>railway transport</kwd><kwd>human factors</kwd><kwd>modeling of traffic flows</kwd></kwd-group><funding-group><funding-statement xml:lang="ru">Работа выполнена в Университете ИТМО при финансовой поддержке Министерства науки и высшего образования Российской Федерации в рамках проекта 2019-0898 «Многоуровневое управление сложными техническими системами».</funding-statement><funding-statement xml:lang="en">This work is partially supported by the Ministry of Science and Higher Education of Russian Federation, state assignment  No. 2019-0898.</funding-statement></funding-group></article-meta></front><back><ref-list><title>References</title><ref id="cit1"><label>1</label><citation-alternatives><mixed-citation xml:lang="ru">Krokos K.J., Baker D.P. 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