vrgupВестник Ростовского государственного университета путей сообщенияVestnik Rostovskogo Gosudarstvennogo Universiteta Putej Soobshcheniya0201-727XРостовский государственный университет путей сообщения10.46973/0201-727X_2024_4_107vrgup-303Research ArticleИНФОРМАЦИОННЫЕ ТЕХНОЛОГИИ, АВТОМАТИКА И ТЕЛЕКОММУНИКАЦИИINFORMATION TECHNOLOGIES, AUTOMATION AND TELECOMMUNICATIONSОбзор трудов конференции IITI’24Review of the proceedings of the IITI’24 conferenceКовалевС. М.KovalevS. M.

Ковалев Сергей Михайлович, научный руководитель;

кафедра «Автоматика и телемеханика на железнодорожном транспорте», доктор технических наук, профессор

Kovalev Sergey Mikhailovich, Scientific Supervisor;

Chair «Automation and Telemechanics in Railway Transport», Doctor of Engineering Sciences, Professor

ksm@rfniias.ruБутаковаМ. А.ButakovaM. A.

Бутакова Мария Александровна, главный научный сотрудник;

кафедра «Информатика», доктор технических наук, профессор

Butakova Maria Aleksandrovna, Chief Researcher;

Chair «Computer Science», Doctor of Engineering Sciences, Professor

m.butakova@vniias.ruГудаА. Н.GudaA. N.

Гуда Александр Николаевич, кафедра «Информатика», доктор технических наук, профессор, заведующий кафедрой, проректор по научной работе

Guda Alexander Nikolayevich, Chair «Computer Science», Doctor of Engineering Sciences, Professor Head of the Chair, Vice Rector for Scientific Research

guda@rgups.ruОльгейзерИ. А.OlgeyzerI. A.

Ольгейзер Иван Александрович, первый заместитель директора филиала;

кафедра «Вычислительная техника и автоматизированные системы управления», кандидат технических наук, доцент

Olgeyzer Ivan Alexandrovich First Deputy Director of the Branch;

Chair «Computer Engineering and Automated Control Systems», Candidate of Engineering Sciences, Associate Professor

olgeyzer@rfniias.ruСухановА. В.SukhanovA. V.

Суханов Андрей Валерьевич, заместитель начальника отделения интеллектуальных информационных технологий цифровой станции;

кафедра «Вычислительная техника и автоматизированные системы управления», кандидат технических наук, доцент

Sukhanov Andrey Valeryevich Deputy Head of the Department of Intelligent Information Technologies of the Digital Station;

Chair «Computer Engineering and Automated Control Systems», Candidate of Engineering Sciences, Associate Professor

a.suhanov@vniias.ruРостовский филиал АО «Научно-исследовательский и проектно-конструкторский институт информатизации, автоматизации и связи на железнодорожном транспорте» (РостФ НИИАС); Ростовский государственный университет путей сообщения (РГУПС)Rostov branch of JSC «Scientific Research and Design Institute of Information, Automation and Communications in Railway Transport» (RostF NIIAS); Rostov State Transport University (RSTU)Ростовский филиал АО «Научно-исследовательский и проектно-конструкторский институт информатизации, автоматизации и связи на железнодорожном транспорте» (РостФ НИИАС); Ростовский государственный университет путей сообщения (РГУПС)Rostov branch of JSC «Scientific Research and Design Institute of Informatization, Automation and Communications in Railway Transport» (RostF NIIAS); Rostov State Transport University (RSTU)Ростовский государственный университет путей сообщения (РГУПС)Rostov State Transport University (RSTU)Ростовский филиал АО «Научно-исследовательский и проектно-конструкторский институт информатизации, автоматизации и связи на железнодорожном транспорте» (РостФ НИИАС); Ростовский государственный университет путей сообщения (РГУПС)Rostov branch of JSC «Scientific Research and Design Institute of Informatization, Au-tomation and Communications in Railway Transport»; Rostov State Transport University (RSTU)20243012202404107133Copyright © Ковалев С.М., Бутакова М.А., Гуда А.Н., Ольгейзер И.А., Суханов А.В., 20242024Ковалев С.М., Бутакова М.А., Гуда А.Н., Ольгейзер И.А., Суханов А.В.Kovalev S.M., Butakova M.A., Guda A.N., Olgeyzer I.A., Sukhanov A.V.Данная работа распространяется под лицензией Creative Commons Attribution 4.0.This work is licensed under a Creative Commons Attribution 4.0 License.https://vestnik.rgups.ru/jour/article/view/303

Приводится краткое реферирование наиболее интересных докладов 8-й Международной научной конференции «Интеллектуальные информационные технологии в технике и на производстве» (IITI’24), организованной ФГБОУ ВО РГУПС, АО «НИИАС» и Харбинским политехническим университетом (Китай) при поддержке Российской ассоциации искусственного интеллекта, которая проходила в период с 1 по 7 ноября 2024 г. в Китае (гг. Шанхай и Харбин). Открытие конференции IITI’24 состоялось в г. Шанхай в рамках Международного форума по обмену опытом CIEP 2024 по приглашению Министерства трудовых ресурсов и социального обеспечения Китая, в котором приняли очное участие свыше 2000 ученых из более чем 120 стран.Целью IITI’24 являлся обмен передовым опытом в области фундаментальных и прикладных исследований в сфере искусственного интеллекта, информационных технологий и автоматизации, а также развитие международных контактов. Особое внимание было уделено передовым интеллектуальным технологиям и их применению в различных областях промышленности, в том числе на железнодорожном транспорте.

This article provides a brief summary of the most interesting reports of the 8th International Scientific Conference “Intelligent Information Technologies in Engineering and Production” (IITI'24), organized by the Federal State Budgetary Educational Institution of Higher Education RSTU, JSC “NIIAS” and Harbin Polytechnic University (China) with the support of the Russian Association of Artificial Intelligence, which was held from November 1 to 7, 2024 in China (Shanghai and Harbin). The opening of the IITI’24 conference took place in Shanghai, as part of the CIEP 2024 International Experience Exchange Forum at the invitation of the Ministry of Human Resources and Social Security of China, which was attended by over 2,000 scientists from more than 120 countries.The aim of IITI’24 was to share the best practices in fundamental and applied research in the field of artificial intelligence, information technology and automation, as well as to develop international contacts. Particular attention was paid to advanced intelligent technologies and their use in various fields of industry, including railway transport.

интеллектуальные информационные технологииискусственный интеллектинтеллектуализация промышленностиИндустрия 4.0.intelligent information technologiesartificial intelligenceindustrial intellectualizationIndustry 4.0.ReferencesKonstantinov, A. An explicit concept-based approach for incorporating expert rules into machine learning models / A. Konstantinov, L. Utkin // Intelligent Information Technologies for Industry (IITI’24) : Proceedings of the Eighth International Scientific Conference. In 2 vol. Vol. 1. – Cham : Springer International Publishing, 2024. – P. 153–162. – ISBN 978-3-031-77688-5.Konstantinov, A. An explicit concept-based approach for incorporating expert rules into machine learning models / A. Konstantinov, L. Utkin // Intelligent Information Technologies for Industry (IITI’24) : Proceedings of the Eighth International Scientific Conference. In 2 vol. Vol. 1. – Cham : Springer International Publishing, 2024. – P. 153–162. – ISBN 978-3-031-77688-5.Synthesis and analysis of porous frame structures images using machine learning methods / A. Poltavskiy, E. Kolomenskaya, G. Beliavsky [et al.] // Intelligent Information Technologies for Industry (IITI’24) : Proceedings of the Eighth International Scientific Conference. In 2 vol. Vol. 1. – Cham : Springer International Publishing, 2024. – P. 389–401. – ISBN 978-3-031-77688-5.Synthesis and analysis of porous frame structures images using machine learning methods / A. Poltavskiy, E. Kolomenskaya, G. Beliavsky [et al.] // Intelligent Information Technologies for Industry (IITI’24) : Proceedings of the Eighth International Scientific Conference. In 2 vol. Vol. 1. – Cham : Springer International Publishing, 2024. – P. 389–401. – ISBN 978-3-031-77688-5.Impact of Spectral and Meteorological Data Fusion on the Accuracy of Woody Plant Identification Using Deep Machine Learning Methods / A. 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Vol. 1. – Cham : Springer International Publishing, 2024. – P. 33–42. – ISBN 978-3-031-77688-5.Planning station operations based on actual station performance obtained “from the wheel” / S. Kovalev, A. Sukhanov, I. Olgeyzer, V. Ierusalimov // Intelligent Information Technologies for Industry (IITI’24) : Proceedings of the Eighth International Scientific Conference. In 2 vol. Vol. 1. – Cham : Springer International Publishing, 2024. – P. 33–42. – ISBN 978-3-031-77688-5.Safety control of the use of technical vision systems on hump humps / K. Kornienko, P. Borovlev, K. Maksimov [et al.] // Intelligent Information Technologies for Industry (IITI’24) : Proceedings of the Eighth International Scientific Conference. In 2 vol. Vol. 1. – Cham : Springer International Publishing, 2024. – P. 62–69. – ISBN 978-3-031-77688-5.Safety control of the use of technical vision systems on hump humps / K. Kornienko, P. Borovlev, K. 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Vitkova // Intelligent Information Technologies for Industry (IITI’24) : Proceedings of the Eighth International Scientific Conference. In 2 vol. Vol. 2. – Cham : Springer International Publishing, 2024. – P. 15–24. – ISBN 978-3-031-77411-9.Zelichenok, I. Detection of botnets using artificial intelligence methods / I. Zelichenok, K. Zhernova, A. Chechulin, L. Vitkova // Intelligent Information Technologies for Industry (IITI’24) : Proceedings of the Eighth International Scientific Conference. In 2 vol. Vol. 2. – Cham : Springer International Publishing, 2024. – P. 15–24. – ISBN 978-3-031-77411-9.Mogilny, A. Framework for the development of anomaly detection and classification models for cyber-physical systems / A. Mogilny, E. Basan, A. Basan // Intelligent Information Technologies for Industry (IITI’24) : Proceedings of the Eighth International Scientific Conference. In 2 vol. Vol. 2. – Cham : Springer International Publishing, 2024. – P. 57–68. – ISBN 978-3-031-77411-9.Mogilny, A. Framework for the development of anomaly detection and classification models for cyber-physical systems / A. Mogilny, E. Basan, A. Basan // Intelligent Information Technologies for Industry (IITI’24) : Proceedings of the Eighth International Scientific Conference. In 2 vol. Vol. 2. – Cham : Springer International Publishing, 2024. – P. 57–68. – ISBN 978-3-031-77411-9.Mutual information based ensemble anomaly detection strategy for cyber-physical systems / Z. Ahmad, A. Petrovski, I. Kotenko [et al.] // Intelligent Information Technologies for Industry (IITI’24) : Proceedings of the Eighth International Scientific Conference. In 2 vol. Vol. 2. – Cham : Springer International Publishing, 2024. – P. 69–78. – ISBN 978-3-031-77411-9.Mutual information based ensemble anomaly detection strategy for cyber-physical systems / Z. Ahmad, A. Petrovski, I. Kotenko [et al.] // Intelligent Information Technologies for Industry (IITI’24) : Proceedings of the Eighth International Scientific Conference. In 2 vol. Vol. 2. – Cham : Springer International Publishing, 2024. – P. 69–78. – ISBN 978-3-031-77411-9.Vulfin, A. System for detecting anomalies in information security logs / A. Vulfin, P. Lozhnikov, A. Sulavko [et al.] // Intelligent Information Technologies for Industry (IITI’24) : Proceedings of the Eighth International Scientific Conference. In 2 vol. Vol. 2. – Cham : Springer International Publishing, 2024. – P. 35–45. – ISBN 978-3-031-77411-9.Vulfin, A. System for detecting anomalies in information security logs / A. Vulfin, P. Lozhnikov, A. Sulavko [et al.] // Intelligent Information Technologies for Industry (IITI’24) : Proceedings of the Eighth International Scientific Conference. In 2 vol. Vol. 2. – Cham : Springer International Publishing, 2024. – P. 35–45. – ISBN 978-3-031-77411-9.Kotenko, I. A statistical approach to evaluation and selection of wavelets for detecting computer attacks / I. Kotenko, I. Saenko, P. Bortniker // Intelligent Information Technologies for Industry (IITI’24) : Proceedings of the Eighth International Scientific Conference. In 2 vol. Vol. 2. – Cham : Springer International Publishing, 2024. – P. 3–14. – ISBN 978-3-031-77411-9.Kotenko, I. A statistical approach to evaluation and selection of wavelets for detecting computer attacks / I. Kotenko, I. Saenko, P. Bortniker // Intelligent Information Technologies for Industry (IITI’24) : Proceedings of the Eighth International Scientific Conference. In 2 vol. Vol. 2. – Cham : Springer International Publishing, 2024. – P. 3–14. – ISBN 978-3-031-77411-9.Zhou, D. FedDW: Leveraging dataset distillation for black-box watermarking in federated learning models / Dawei Zhou, Jialiang Peng // Intelligent Information Technologies for Industry (IITI’24) : Proceedings of the Eighth International Scientific Conference. In 2 vol. Vol. 2. – Cham : Springer International Publishing, 2024. – P. 46–56. – ISBN 978-3-031-77411-9.Zhou, D. FedDW: Leveraging dataset distillation for black-box watermarking in federated learning models / Dawei Zhou, Jialiang Peng // Intelligent Information Technologies for Industry (IITI’24) : Proceedings of the Eighth International Scientific Conference. In 2 vol. Vol. 2. – Cham : Springer International Publishing, 2024. – P. 46–56. – ISBN 978-3-031-77411-9.Petrovski, A. Insider threat detection within operational technologies using digital twins / A. Petrovski, I. Kotenko, M. Arifeen [et al.] // Intelligent Information Technologies for Industry (IITI’24) : Proceedings of the Eighth International Scientific Conference. In 2 vol. Vol. 2. – Cham : Springer International Publishing, 2024. – P. 25–34. – ISBN 978-3-031-77411-9.Petrovski, A. Insider threat detection within operational technologies using digital twins / A. Petrovski, I. Kotenko, M. Arifeen [et al.] // Intelligent Information Technologies for Industry (IITI’24) : Proceedings of the Eighth International Scientific Conference. In 2 vol. Vol. 2. – Cham : Springer International Publishing, 2024. – P. 25–34. – ISBN 978-3-031-77411-9.Kobrinskii, B. Fuzzy situational control at the stages of the medical-and-technological process: problems and possible solutions / B. Kobrinskii // Intelligent Information Technologies for Industry (IITI’24) : Proceedings of the Eighth International Scientific Conference. In 2 vol. Vol. 2. – Cham : Springer International Publishing, 2024. – P. 312–323. – ISBN 978-3-031-77688-5.Kobrinskii, B. Fuzzy situational control at the stages of the medical-and-technological process: problems and possible solutions / B. Kobrinskii // Intelligent Information Technologies for Industry (IITI’24) : Proceedings of the Eighth International Scientific Conference. In 2 vol. Vol. 2. – Cham : Springer International Publishing, 2024. – P. 312–323. – ISBN 978-3-031-77688-5.Formation of a dataset for assessing fine motor skills in handwriting after a stroke and an example of its application / E. 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Vol. 2. – Cham : Springer International Publishing, 2024. – P. 225–235. – ISBN 978-3-031-77411-9.Predicting atrial fibrillation in patients with ischemic heart disease based on multilevel categorization / K. Shakhgeldyan, B. Geltser, N. Kuksin [et al.] // Intelligent Information Technologies for Industry (IITI’24) : Proceedings of the Eighth International Scientific Conference. In 2 vol. Vol. 2. – Cham : Springer International Publishing, 2024. – P. 225–235. – ISBN 978-3-031-77411-9.Predicting atrial fibrillation in patients with ischemic heart disease based on multilevel categorization / K. Shakhgeldyan, V. Rubleb, N. Kuksin [et al.] // Intelligent Information Technologies for Industry (IITI’24) : Proceedings of the Eighth International Scientific Conference. In 2 vol. Vol. 2. – Cham : Springer International Publishing, 2024. – P. 225–235. – ISBN 978-3-031-77411-9.Predicting atrial fibrillation in patients with ischemic heart disease based on multilevel categorization / K. 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The authors declare that there are no conflicts of interest present.