vrgupВестник Ростовского государственного университета путей сообщенияVestnik Rostovskogo Gosudarstvennogo Universiteta Putej Soobshcheniya0201-727XРостовский государственный университет путей сообщения10.46973/0201-727X_2023_4_146vrgup-104Research ArticleМОДЕЛИРОВАНИЕ СИСТЕМ И ПРОЦЕССОВMODELING SYSTEMS AND PROCESSESАналитический обзор трудов конференции IITI’23Analytical review of the proceedings of the IITI’23 conferenceКовалевС. М.KovalevS. M.

Ковалев Сергей Михайлович, кафедра «Автоматика и телемеханика на железнодорожном транспорте», профессор; главный научный сотрудник, доктор технических наук, профессор 

Kovalev Sergey Mikhailovich, Chair «Automatics and Remote Control on Railway Transport», Professor; Chief Scientific Researcher, Doctor of Engineering Sciences, Professor

ksm@rfniias.ruГудаА. Н.GudaA. N.

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

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

guda@rgups.ruДолгийА. И.DolgiyA. I.

Долгий Александр Игоревич, кандидат технических наук, доцент, генеральный директор

Dolgiy Alexander Igorevich, Candidate of Engineering Sciences, Associate Professor, General Manager

info@vniias.ruРостовский государственный университет путей сообщения (РГУПС); Ростовский филиал АО «Научно-исследовательский и проектно-конструкторский институт информатизации, автоматизации и связи на железнодорожном транспорте» (РостФ НИИАС)Rostov State Transport University (RSTU); JSC «NIIAS», Rostov BranchРостовский государственный университет путей сообщения (РГУПС)Rostov State Transport University (RSTU)АО «Научно-исследовательский и проектно-конструкторский институт информатизации, автоматизации и связи на железнодорожном транспорте» (НИИАС)JSC «NIIAS»20233012202304146163Copyright © Ковалев С.М., Гуда А.Н., Долгий А.И., 20232023Ковалев С.М., Гуда А.Н., Долгий А.И.Kovalev S.M., Guda A.N., Dolgiy A.I.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/104

В период с 25 по 29 сентября 2023 года в г. Санкт-Петербурге прошла Седьмая международная научная конференция «Интеллектуальные информационные технологии в технике и на производстве» (IITI’23), организованная ФГБОУ ВО «Ростовским государственным университетом путей сообщения», СПбГУ и ИТМО при поддержке Российской ассоциации искусственного интеллекта. Целью IITI’23 является объединение передового международного опыта в области разработки и внедрения современных методов автоматизации, цифровизации и искусственного интеллекта в фундаментальных и прикладных науках, а также развитие контактов в этой области. В статье приводится краткое реферирование представленных на конференции наиболее интересных докладов, включая два пленарных доклада и анализ работы круглого стола. 

During the period from September 25 to September 29, 2023, the seventh International Scientific Conference “Intelligent Information Technologies in Engineering and Manufacturing” (IITI'23) was held in St. Petersburg. It was organized by the Rostov State Transport University, St. Petersburg State University and ITMO with the support of the Russian Association of Artificial Intelligence. The goal of the IITI’23 is to combine advanced international experience in the development and implementation of modern methods of automation, digitalization and artificial intelligence in basic and applied sciences as well as to develop contacts in these spheres. The paper provides a brief summary of the most interesting reports presented at the conference, including two plenary reports and an analysis of the work of the round table. 

интеллектуальные информационные технологииискусственный интеллектмягкие вычисленияинтеллектуализация промышленностиintelligent information technologiesartificial intelligencesoft computingindustrial intellectualizationReferencesGorodetsky, V. Three Knowledge Sources and Three Constituents of Artificial Intelligence Foundation / V. Gorodetsky // Proceedings of the Seventh International Scientific Conference “Intelligent Information Technologies for Industry” (IITI’23). – Cham : Springer International Publishing, 2023. – P. 14–35. – ISBN 978-3-031-43788-5.Gorodetsky, V. Three Knowledge Sources and Three Constituents of Artificial Intelligence Foundation / V. Gorodetsky // Proceedings of the Seventh International Scientific Conference “Intelligent Information Technologies for Industry” (IITI’23). – Cham : Springer International Publishing, 2023. – P. 14–35. – ISBN 978-3-031-43788-5.Neural Attention Forests: Transformer-Based Forest Improvement / L. V. Utkin [et al.] // Proceedings of the Seventh International Scientific Conference “Intelligent Information Technologies for Industry” (IITI’23). – Cham : Springer International Publishing, 2023. – P. 158–168. – ISBN 978-3-031-43788-5.Neural Attention Forests: Transformer-Based Forest Improvement / L. V. Utkin [et al.] // Proceedings of the Seventh International Scientific Conference “Intelligent Information Technologies for Industry” (IITI’23). – Cham : Springer International Publishing, 2023. – P. 158–168. – ISBN 978-3-031-43788-5.Polyakov, V. Development and Testing Intelligent Video Surveillance Systems Based on the CNN Algorithm / V. Polyakov, I. Dolgiy, A. Mezhenin // Proceedings of the Seventh International Scientific Conference “Intelligent Information Technologies for Industry” (IITI’23). – Cham : Springer International Publishing, 2023. – P. 136–147. – ISBN 978-3-031-43788-5.Polyakov, V. Development and Testing Intelligent Video Surveillance Systems Based on the CNN Algorithm / V. Polyakov, I. Dolgiy, A. Mezhenin // Proceedings of the Seventh International Scientific Conference “Intelligent Information Technologies for Industry” (IITI’23). – Cham : Springer International Publishing, 2023. – P. 136–147. – ISBN 978-3-031-43788-5.Melkumov, M. Planning Maneuvers for Autonomous Driving Based on Offline Reinforcement Learning: Comparative Study / M. Melkumov, A. Panov // Proceedings of the Seventh International Scientific Conference “Intelligent Information Technologies for Industry” (IITI’23). – Cham : Springer International Publishing, 2023. – P. 65–75. – ISBN 978-3-031-43788-5.Melkumov, M. Planning Maneuvers for Autonomous Driving Based on Offline Reinforcement Learning: Comparative Study / M. Melkumov, A. Panov // Proceedings of the Seventh International Scientific Conference “Intelligent Information Technologies for Industry” (IITI’23). – Cham : Springer International Publishing, 2023. – P. 65–75. – ISBN 978-3-031-43788-5.Audio-Visual Multi-modal Meeting Recording System / W. Yang [et al.] // Proceedings of the Seventh International Scientific Conference “Intelligent Information Technologies for Industry” (IITI’23). – Cham : Springer International Publishing, 2023. – P. 168–179. – ISBN 978-3-031-43788-5.Audio-Visual Multi-modal Meeting Recording System / W. Yang [et al.] // Proceedings of the Seventh International Scientific Conference “Intelligent Information Technologies for Industry” (IITI’23). – Cham : Springer International Publishing, 2023. – P. 168–179. – ISBN 978-3-031-43788-5.Huseyinov, I. Resume Recommendation using RNN Classification and Cosine Similarity / I. Huseyinov, I. Diallo, M. W. Raed // Proceedings of the Seventh International Scientific Conference “Intelligent Information Technologies for Industry” (IITI’23). – Cham : Springer International Publishing, 2023. – P. 96– 108. – ISBN 978-3-031-43788-5.Huseyinov, I. Resume Recommendation using RNN Classification and Cosine Similarity / I. Huseyinov, I. Diallo, M. W. Raed // Proceedings of the Seventh International Scientific Conference “Intelligent Information Technologies for Industry” (IITI’23). – Cham : Springer International Publishing, 2023. – P. 96– 108. – ISBN 978-3-031-43788-5.Research on Video Pedestrian Tracking Based on the Combination of Optical Flow Method and Target Tracking Network / E. Zhao, D. Zhang, Y. Li [et al.] // Proceedings of the Seventh International Scientific Conference “Intelligent Information Technologies for Industry” (IITI’23). – Cham : Springer International Publishing, 2023. – P. 120–130. – ISBN 978-3-031-43788-5.Research on Video Pedestrian Tracking Based on the Combination of Optical Flow Method and Target Tracking Network / E. Zhao, D. Zhang, Y. Li [et al.] // Proceedings of the Seventh International Scientific Conference “Intelligent Information Technologies for Industry” (IITI’23). – Cham : Springer International Publishing, 2023. – P. 120–130. – ISBN 978-3-031-43788-5.Oliseenko, V. D. Big Five: What User Posts Say? / V. D. Oliseenko, Sh. R. Hastiev, T. V. Tulupyeva // Proceedings of the Seventh International Scientific Conference “Intelligent Information Technologies for Industry” (IITI’23). – Cham : Springer International Publishing, 2023. – P. 75–86. – ISBN 978-3-031-43788-5.Oliseenko, V. D. Big Five: What User Posts Say? / V. D. Oliseenko, Sh. R. Hastiev, T. V. Tulupyeva // Proceedings of the Seventh International Scientific Conference “Intelligent Information Technologies for Industry” (IITI’23). – Cham : Springer International Publishing, 2023. – P. 75–86. – ISBN 978-3-031-43788-5.Petrovski, A. Gated Recurrent Unit Autoencoder for Fault Detection in Penicillin Fermentation Process / A. Petrovski, M. Arifeen, S. Petrovski // Proceedings of the Seventh International Scientific Conference “Intelligent Information Technologies for Industry” (IITI’23). – Cham : Springer International Publishing, 2023. – P. 86–97. – ISBN 978-3-031-43788-5.Petrovski, A. Gated Recurrent Unit Autoencoder for Fault Detection in Penicillin Fermentation Process / A. Petrovski, M. Arifeen, S. Petrovski // Proceedings of the Seventh International Scientific Conference “Intelligent Information Technologies for Industry” (IITI’23). – Cham : Springer International Publishing, 2023. – P. 86–97. – ISBN 978-3-031-43788-5.Machine Learning for Adaptive Analysis and Evaluation of Soil Slopes / A. A. Shulzhenko, A. A. Alexandrov, G. Belyavsky [et al.] // Proceedings of the Seventh International Scientific Conference “Intelligent Information Technologies for Industry” (IITI’23). – Cham : Springer International Publishing, 2023. – P. 108–119. – ISBN 978-3-031-43788-5.Machine Learning for Adaptive Analysis and Evaluation of Soil Slopes / A. A. Shulzhenko, A. A. Alexandrov, G. Belyavsky [et al.] // Proceedings of the Seventh International Scientific Conference “Intelligent Information Technologies for Industry” (IITI’23). – Cham : Springer International Publishing, 2023. – P. 108–119. – ISBN 978-3-031-43788-5.Ilicheva, V. V. Canonical Representation of Transport Networks and Their Identification Based on Evolutionary Modeling / V. V. Ilicheva, A. N. Guda // Proceedings of the Seventh International Scientific Conference “Intelligent Information Technologies for Industry” (IITI’23). – Cham: Springer International Publishing, 2023. – P. 191–200. – ISBN 978-3-031-43788-5.Ilicheva, V. V. Canonical Representation of Transport Networks and Their Identification Based on Evolutionary Modeling / V. V. Ilicheva, A. N. Guda // Proceedings of the Seventh International Scientific Conference “Intelligent Information Technologies for Industry” (IITI’23). – Cham: Springer International Publishing, 2023. – P. 191–200. – ISBN 978-3-031-43788-5.Gladkov, L. A. Development and Research of Algorithms for the Synthesis of Combinational Logic Circuits Based on the Evolutionary Approach / L. A. Gladkov, G. E. Veselov, N. V. Gladkova // Proceedings of the Seventh International Scientific Conference “Intelligent Information Technologies for Industry” (IITI’23). – Cham : Springer International Publishing, 2023. – P. 210–221. – ISBN 978-3-031-43788-5.Gladkov, L. A. Development and Research of Algorithms for the Synthesis of Combinational Logic Circuits Based on the Evolutionary Approach / L. A. Gladkov, G. E. Veselov, N. V. Gladkova // Proceedings of the Seventh International Scientific Conference “Intelligent Information Technologies for Industry” (IITI’23). – Cham : Springer International Publishing, 2023. – P. 210–221. – ISBN 978-3-031-43788-5.Lebedev, O. B. Modified Adaptive Particle Swarm Algorithm / O. B. Lebedev, O. A. Purchina, D. D. Fugarov // Proceedings of the Seventh International Scientific Conference “Intelligent Information Technologies for Industry” (IITI’23). – Cham : Springer International Publishing, 2023. – P. 200–210. – ISBN 978- 3-031-43788-5.Lebedev, O. B. Modified Adaptive Particle Swarm Algorithm / O. B. Lebedev, O. A. Purchina, D. D. Fugarov // Proceedings of the Seventh International Scientific Conference “Intelligent Information Technologies for Industry” (IITI’23). – Cham : Springer International Publishing, 2023. – P. 200–210. – ISBN 978- 3-031-43788-5.Sakharov, M. Studying the Efficiency of Parameter Scaling in Optimal Control Problems with Parallel Memetic Algorithm / M. Sakharov, K. Koledina // Proceedings of the Seventh International Scientific Conference “Intelligent Information Technologies for Industry” (IITI’23). – Cham : Springer International Publishing, 2023. – P. 181–191. – ISBN 978-3-031-43788-5.Sakharov, M. Studying the Efficiency of Parameter Scaling in Optimal Control Problems with Parallel Memetic Algorithm / M. Sakharov, K. Koledina // Proceedings of the Seventh International Scientific Conference “Intelligent Information Technologies for Industry” (IITI’23). – Cham : Springer International Publishing, 2023. – P. 181–191. – ISBN 978-3-031-43788-5.Synthesis of Intelligent Tracking Filter with Fuzzy for Parameter Setting in Problems of Air Traffic Management Automation / V. I. Mamai, D. L. Sumin, A. V. Yakovlev, S. V. Lazarenko // Proceedings of the Seventh International Scientific Conference “Intelligent Information Technologies for Industry” (IITI’23). – Cham : Springer International Publishing, 2023. – P. 231–243. – ISBN 978-3-031-43788-5.Synthesis of Intelligent Tracking Filter with Fuzzy for Parameter Setting in Problems of Air Traffic Management Automation / V. I. Mamai, D. L. Sumin, A. V. Yakovlev, S. V. Lazarenko // Proceedings of the Seventh International Scientific Conference “Intelligent Information Technologies for Industry” (IITI’23). – Cham : Springer International Publishing, 2023. – P. 231–243. – ISBN 978-3-031-43788-5.Borisov, V. Co-active of Fuzzy Temporal Ontological Models and Fuzzy Temporal Cognitive Models for the Analysis and Forecasting of Complicated Systems / V. Borisov, A. Zharkov // Proceedings of the Seventh International Scientific Conference “Intelligent Information Technologies for Industry” (IITI’23). – Cham : Springer International Publishing, 2023. – P. 221–231. – ISBN 978-3-031-43788-5.Borisov, V. Co-active of Fuzzy Temporal Ontological Models and Fuzzy Temporal Cognitive Models for the Analysis and Forecasting of Complicated Systems / V. Borisov, A. Zharkov // Proceedings of the Seventh International Scientific Conference “Intelligent Information Technologies for Industry” (IITI’23). – Cham : Springer International Publishing, 2023. – P. 221–231. – ISBN 978-3-031-43788-5.Novokhrestova, D. Classifier-Based Combined Measure of Syllable Pronunciation Similarity in Speech Rehabilitation / D. Novokhrestova, E. Kostyuchenko, A. Borovskoy // Proceedings of the Seventh International Scientific Conference “Intelligent Information Technologies for Industry” (IITI’23). – Cham : Springer International Publishing, 2023. – P. 127–137. – ISBN 978-3-031-43788-5.Novokhrestova, D. Classifier-Based Combined Measure of Syllable Pronunciation Similarity in Speech Rehabilitation / D. Novokhrestova, E. Kostyuchenko, A. Borovskoy // Proceedings of the Seventh International Scientific Conference “Intelligent Information Technologies for Industry” (IITI’23). – Cham : Springer International Publishing, 2023. – P. 127–137. – ISBN 978-3-031-43788-5.Application of Computer Vision Technologies to Reduce Injuries in the Athletes’ Training / V. V. Borisov, A. E. Misnik, A. A. Velkov, M. A. Shalukhova // Proceedings of the Seventh International Scientific Conference “Intelligent Information Technologies for Industry” (IITI’23). – Cham : Springer International Publishing, 2023. – P. 137–148. – ISBN 978-3-031-43788-5.Application of Computer Vision Technologies to Reduce Injuries in the Athletes’ Training / V. V. Borisov, A. E. Misnik, A. A. Velkov, M. A. Shalukhova // Proceedings of the Seventh International Scientific Conference “Intelligent Information Technologies for Industry” (IITI’23). – Cham : Springer International Publishing, 2023. – P. 137–148. – ISBN 978-3-031-43788-5.Shakhgeldyan, K. I. Architecture of a Hybrid Clinical Decision Support System / K. I. Shakhgeldyan, B. I. Geltser, B. V. Potapenko // Proceedings of the Seventh International Scientific Conference “Intelligent Information Technologies for Industry” (IITI’23). – Cham : Springer International Publishing, 2023. – P. 146–156. – ISBN 978-3-031-43788-5.Shakhgeldyan, K. I. Architecture of a Hybrid Clinical Decision Support System / K. I. Shakhgeldyan, B. I. Geltser, B. V. Potapenko // Proceedings of the Seventh International Scientific Conference “Intelligent Information Technologies for Industry” (IITI’23). – Cham : Springer International Publishing, 2023. – P. 146–156. – ISBN 978-3-031-43788-5.Attacks Against Machine Learning Systems: Analysis and GAN-based Approach to Protection / I. Kotenko, I. Saenko, O. Lauta [et al.] // Proceedings of the Seventh International Scientific Conference “Intelligent Information Technologies for Industry” (IITI’23). – Cham : Springer International Publishing, 2023. – P. 49–62. – ISBN 978-3-031-43788-5Attacks Against Machine Learning Systems: Analysis and GAN-based Approach to Protection / I. Kotenko, I. Saenko, O. Lauta [et al.] // Proceedings of the Seventh International Scientific Conference “Intelligent Information Technologies for Industry” (IITI’23). – Cham : Springer International Publishing, 2023. – P. 49–62. – ISBN 978-3-031-43788-5Levshun, D. Intelligent Graph-Based Correlation of Security Events in Cyber-Physical Systems / D. Levshun, I. Kotenko // Proceedings of the Seventh International Scientific Conference “Intelligent Information Technologies for Industry” (IITI’23). – Cham : Springer International Publishing, 2023. – P. 115–216. – ISBN 978-3-031-43788-5.Levshun, D. Intelligent Graph-Based Correlation of Security Events in Cyber-Physical Systems / D. Levshun, I. Kotenko // Proceedings of the Seventh International Scientific Conference “Intelligent Information Technologies for Industry” (IITI’23). – Cham : Springer International Publishing, 2023. – P. 115–216. – ISBN 978-3-031-43788-5.Zhernova, K. Cyber Security in Industry 4.0 Security Evaluation Method for Perspective Types of Human-Computer Interfaces / K. Zhernova, A. Chechulin // Proceedings of the Seventh International Scientific Conference “Intelligent Information Technologies for Industry” (IITI’23). – Cham : Springer International Publishing, 2023. – P. 39–49. – ISBN 978-3-031-43788-5.Zhernova, K. Cyber Security in Industry 4.0 Security Evaluation Method for Perspective Types of Human-Computer Interfaces / K. Zhernova, A. Chechulin // Proceedings of the Seventh International Scientific Conference “Intelligent Information Technologies for Industry” (IITI’23). – Cham : Springer International Publishing, 2023. – P. 39–49. – ISBN 978-3-031-43788-5.Attacks Against Machine Learning Systems: Analysis and GAN-based Approach to Protection / I. Kotenko, I. Saenko, O. Lauta [et al.] // Proceedings of the Seventh International Scientific Conference “Intelligent Information Technologies for Industry” (IITI’23). – Cham : Springer International Publishing, 2023. – P. 49–60. – ISBN 978-3-031-43788-5.Attacks Against Machine Learning Systems: Analysis and GAN-based Approach to Protection / I. Kotenko, I. Saenko, O. Lauta [et al.] // Proceedings of the Seventh International Scientific Conference “Intelligent Information Technologies for Industry” (IITI’23). – Cham : Springer International Publishing, 2023. – P. 49–60. – ISBN 978-3-031-43788-5.Levshun, D. Comparative Analysis of Machine Learning Methods in Vulnerability Metrics Transformation / D. Levshun // Proceedings of the Seventh International Scientific Conference “Intelligent Information Technologies for Industry” (IITI’23). – Cham : Springer International Publishing, 2023. – P. 60–70. – ISBN 978-3-031-43788-5.Levshun, D. Comparative Analysis of Machine Learning Methods in Vulnerability Metrics Transformation / D. Levshun // Proceedings of the Seventh International Scientific Conference “Intelligent Information Technologies for Industry” (IITI’23). – Cham : Springer International Publishing, 2023. – P. 60–70. – ISBN 978-3-031-43788-5.Dong, H. Train Without Label : A Self-supervised One-Class Classification Approach for IoT Anomaly Detection / H. Dong and I. Kotenko // Proceedings of the Seventh International Scientific Conference “Intelligent Information Technologies for Industry” (IITI’23). – Cham : Springer International Publishing, 2023. – P. 81–92. – ISBN 978-3-031-43788-5.Dong, H. Train Without Label : A Self-supervised One-Class Classification Approach for IoT Anomaly Detection / H. Dong and I. Kotenko // Proceedings of the Seventh International Scientific Conference “Intelligent Information Technologies for Industry” (IITI’23). – Cham : Springer International Publishing, 2023. – P. 81–92. – ISBN 978-3-031-43788-5.Decision-Making Module to Improve the Stability of the UAV Flight / E. S. Basan, A. B. Mogilny, A. A. Lesnikov, A. S. Basan // Proceedings of the Seventh International Scientific Conference “Intelligent Information Technologies for Industry” (IITI’23). – Cham : Springer International Publishing, 2023. – P. 90– 100. – ISBN 978-3-031-43788-5.Decision-Making Module to Improve the Stability of the UAV Flight / E. S. Basan, A. B. Mogilny, A. A. Lesnikov, A. S. Basan // Proceedings of the Seventh International Scientific Conference “Intelligent Information Technologies for Industry” (IITI’23). – Cham : Springer International Publishing, 2023. – P. 90– 100. – ISBN 978-3-031-43788-5.Tselykh, A. Cognitive Architecture of a System to Replicate Human Strategic Decision-Making / A. Tselykh, L. Tselykh // Proceedings of the Seventh International Scientific Conference “Intelligent Information Technologies for Industry” (IITI’23). – Cham : Springer International Publishing, 2023. – P. 302–313. – ISBN 978-3-031-43788-5.Tselykh, A. Cognitive Architecture of a System to Replicate Human Strategic Decision-Making / A. Tselykh, L. Tselykh // Proceedings of the Seventh International Scientific Conference “Intelligent Information Technologies for Industry” (IITI’23). – Cham : Springer International Publishing, 2023. – P. 302–313. – ISBN 978-3-031-43788-5.Gribova, V. Methodology for Development Based on Ontological Models Intelligent Services with Explanation Generation / V. Gribova, E. Shalfeeva // Proceedings of the Seventh International Scientific Conference “Intelligent Information Technologies for Industry” (IITI’23). – Cham : Springer International Publishing, 2023. – P. 268–279. – ISBN 978-3-031-43788-5.Gribova, V. Methodology for Development Based on Ontological Models Intelligent Services with Explanation Generation / V. Gribova, E. Shalfeeva // Proceedings of the Seventh International Scientific Conference “Intelligent Information Technologies for Industry” (IITI’23). – Cham : Springer International Publishing, 2023. – P. 268–279. – ISBN 978-3-031-43788-5.Smirnov, A. Ontology-Based Explanations of Neural Networks for Collaborative Human-AI Decision Support Systems / A. Smirnov, A. Ponomarev // Proceedings of the Seventh International Scientific Conference “Intelligent Information Technologies for Industry” (IITI’23). – Cham : Springer International Publishing, 2023. – P 353–363. – ISBN 978-3-031-43788-5.Smirnov, A. Ontology-Based Explanations of Neural Networks for Collaborative Human-AI Decision Support Systems / A. Smirnov, A. Ponomarev // Proceedings of the Seventh International Scientific Conference “Intelligent Information Technologies for Industry” (IITI’23). – Cham : Springer International Publishing, 2023. – P 353–363. – ISBN 978-3-031-43788-5.Kolodenkova, A. E. Making Diagnostic Decisions Based on the Assessment of Mixed Production Rules / A. E. Kolodenkova, S. S. Vereshchagina, D. V. Shvalov // Proceedings of the Seventh International Scientific Conference “Intelligent Information Technologies for Industry” (IITI’23). – Cham : Springer International Publishing, 2023. – P. 243–253. – ISBN 978-3-031-43788-5.Kolodenkova, A. E. Making Diagnostic Decisions Based on the Assessment of Mixed Production Rules / A. E. Kolodenkova, S. S. Vereshchagina, D. V. Shvalov // Proceedings of the Seventh International Scientific Conference “Intelligent Information Technologies for Industry” (IITI’23). – Cham : Springer International Publishing, 2023. – P. 243–253. – ISBN 978-3-031-43788-5.Gavrilova, T. Ontology-Based Methodology for Knowledge Maps Design / T. Gavrilova, O. Alkanova, A. Kuznetsova // Proceedings of the Seventh International Scientific Conference “Intelligent Information Technologies for Industry” (IITI’23). – Cham : Springer International Publishing, 2023. – P. 250–260. – ISBN 978-3-031-43788-5.Gavrilova, T. Ontology-Based Methodology for Knowledge Maps Design / T. Gavrilova, O. Alkanova, A. Kuznetsova // Proceedings of the Seventh International Scientific Conference “Intelligent Information Technologies for Industry” (IITI’23). – Cham : Springer International Publishing, 2023. – P. 250–260. – ISBN 978-3-031-43788-5.Operating with Fuzzy Cases in Distributed Intelligent Systems / A. Eremeev, P. Varshavskii, S. Polyakov, A. Sesin // Proceedings of the Seventh International Scientific Conference “Intelligent Information Technologies for Industry” (IITI’23). – Cham : Springer International Publishing, 2023. – P. 260–268. – ISBN 978-3-031-43788-5.Operating with Fuzzy Cases in Distributed Intelligent Systems / A. Eremeev, P. Varshavskii, S. Polyakov, A. Sesin // Proceedings of the Seventh International Scientific Conference “Intelligent Information Technologies for Industry” (IITI’23). – Cham : Springer International Publishing, 2023. – P. 260–268. – ISBN 978-3-031-43788-5.Research on Video Pedestrian Tracking Based on the Combination of Optical Flow Method and Target Tracking Network / E. Zhao, D. Zhang, Y. Li [et al.] // Proceedings of the Seventh International Scientific Conference “Intelligent Information Technologies for Industry” (IITI’23). – Cham : Springer International Publishing, 2023. – P. 120–131. – ISBN 978-3-031-43788-5.Research on Video Pedestrian Tracking Based on the Combination of Optical Flow Method and Target Tracking Network / E. Zhao, D. Zhang, Y. Li [et al.] // Proceedings of the Seventh International Scientific Conference “Intelligent Information Technologies for Industry” (IITI’23). – Cham : Springer International Publishing, 2023. – P. 120–131. – ISBN 978-3-031-43788-5.Polyakov, V. Development and Testing Intelligent Video Surveillance Systems Based on the CNN Algorithm / V. Polyakov, I. Dolgiy, A. Mezhenin // Proceedings of the Seventh International Scientific Conference “Intelligent Information Technologies for Industry” (IITI’23). – Cham : Springer International Publishing, 2023. – P. 136–146. – ISBN 978-3-031-43788-5.Polyakov, V. Development and Testing Intelligent Video Surveillance Systems Based on the CNN Algorithm / V. Polyakov, I. Dolgiy, A. Mezhenin // Proceedings of the Seventh International Scientific Conference “Intelligent Information Technologies for Industry” (IITI’23). – Cham : Springer International Publishing, 2023. – P. 136–146. – ISBN 978-3-031-43788-5.Melekhin, A. Impact of Loss Functions on the Training of LiDAR-based Place Recognition Models / A. Melekhin, D. Yudin // Proceedings of the Seventh International Scientific Conference “Intelligent Information Technologies for Industry” (IITI’23). – Cham : Springer International Publishing, 2023. – P. 147– 156. – ISBN 978-3-031-43788-5.Melekhin, A. Impact of Loss Functions on the Training of LiDAR-based Place Recognition Models / A. Melekhin, D. Yudin // Proceedings of the Seventh International Scientific Conference “Intelligent Information Technologies for Industry” (IITI’23). – Cham : Springer International Publishing, 2023. – P. 147– 156. – ISBN 978-3-031-43788-5.Vereskun, V. Modeling of Intuition in Human-Machine Decision-Making Complexes in the Management of Transport Systems / V. Vereskun, N. Lyabakh, E. Chebotareva // Proceedings of the Seventh International Scientific Conference “Intelligent Information Technologies for Industry” (IITI’23). – Cham : Springer International Publishing, 2023. – P. 237–247. – ISBN 978-3-031-43788-5.Vereskun, V. Modeling of Intuition in Human-Machine Decision-Making Complexes in the Management of Transport Systems / V. Vereskun, N. Lyabakh, E. Chebotareva // Proceedings of the Seventh International Scientific Conference “Intelligent Information Technologies for Industry” (IITI’23). – Cham : Springer International Publishing, 2023. – P. 237–247. – ISBN 978-3-031-43788-5.Liabakh, N. A. Intelligent Maintenance and Repair on Railway Transport / N. A. Liabakh, O. V. Ignatieva, V. V. Shapovalov // Proceedings of the Seventh International Scientific Conference “Intelligent Information Technologies for Industry” (IITI’23). – Cham : Springer International Publishing, 2023. – P. 247– 260. – ISBN 978-3-031-43788-5.Liabakh, N. A. Intelligent Maintenance and Repair on Railway Transport / N. A. Liabakh, O. V. Ignatieva, V. V. Shapovalov // Proceedings of the Seventh International Scientific Conference “Intelligent Information Technologies for Industry” (IITI’23). – Cham : Springer International Publishing, 2023. – P. 247– 260. – ISBN 978-3-031-43788-5.Traction Induction Motor State Observer Based on an Luenberger Filter / P. G. Kolpakhchyan, S. A. Pakhomin, A. E. Kochin [et al.] // Proceedings of the Seventh International Scientific Conference “Intelligent Information Technologies for Industry” (IITI’23). – Cham : Springer International Publishing, 2023. – P. 260–271. – ISBN 978-3-031-43788-5.Traction Induction Motor State Observer Based on an Luenberger Filter / P. G. Kolpakhchyan, S. A. Pakhomin, A. E. Kochin [et al.] // Proceedings of the Seventh International Scientific Conference “Intelligent Information Technologies for Industry” (IITI’23). – Cham : Springer International Publishing, 2023. – P. 260–271. – ISBN 978-3-031-43788-5.Dolgiy, A. Intelligent Monitoring of Transportation Processes Based on Dynamic Fuzzy PCA Analysis / A. Dolgiy, S. Kovalev // Proceedings of the Seventh International Scientific Conference “Intelligent Information Technologies for Industry” (IITI’23). – Cham : Springer International Publishing, 2023. – P. 271–283. – ISBN 978- 3-031-43788-5.Dolgiy, A. Intelligent Monitoring of Transportation Processes Based on Dynamic Fuzzy PCA Analysis / A. Dolgiy, S. Kovalev // Proceedings of the Seventh International Scientific Conference “Intelligent Information Technologies for Industry” (IITI’23). – Cham : Springer International Publishing, 2023. – P. 271–283. – ISBN 978- 3-031-43788-5.Stefanuk, V. L. Automated Discovery of Direct Speech to Increase Quality and Battery Saving in Telephony / V. L. Stefanuk, L. V. Savinitch // Proceedings of the Seventh International Scientific Conference “Intelligent Information Technologies for Industry” (IITI’23). – Cham : Springer International Publishing, 2023. – P. 169–179. – ISBN 978-3-031-43788-5.Stefanuk, V. L. Automated Discovery of Direct Speech to Increase Quality and Battery Saving in Telephony / V. L. Stefanuk, L. V. Savinitch // Proceedings of the Seventh International Scientific Conference “Intelligent Information Technologies for Industry” (IITI’23). – Cham : Springer International Publishing, 2023. – P. 169–179. – ISBN 978-3-031-43788-5.Temporal Prediction Models for Technological Processes Based on Predictive Analytics / A. Dolgiy, S. Kovalev, I. Olgeizer, A. Sukhanov // Proceedings of the Seventh International Scientific Conference “Intelligent Information Technologies for Industry” (IITI’23). – Cham : Springer International Publishing, 2023. – P. 179–195. – ISBN 978-3-031-43788-5.Temporal Prediction Models for Technological Processes Based on Predictive Analytics / A. Dolgiy, S. Kovalev, I. Olgeizer, A. Sukhanov // Proceedings of the Seventh International Scientific Conference “Intelligent Information Technologies for Industry” (IITI’23). – Cham : Springer International Publishing, 2023. – P. 179–195. – ISBN 978-3-031-43788-5.Kemaykin, V. K. Distributed Control System of Protection of Autonomous Object, Based on Hybrid Technology of Artificial Intelligence / V. K. Kemaykin, B. V. Palyukh, A. R. Khabarov // Proceedings of the Seventh International Scientific Conference “Intelligent Information Technologies for Industry” (IITI’23). – Cham : Springer International Publishing, 2023. – P. 195–206. – ISBN 978-3-031-43788-5.Kemaykin, V. K. Distributed Control System of Protection of Autonomous Object, Based on Hybrid Technology of Artificial Intelligence / V. K. Kemaykin, B. V. Palyukh, A. R. Khabarov // Proceedings of the Seventh International Scientific Conference “Intelligent Information Technologies for Industry” (IITI’23). – Cham : Springer International Publishing, 2023. – P. 195–206. – ISBN 978-3-031-43788-5.Dorodnykh, N. O. Using Semantic Annotation of Tabular Data for Domain Knowledge Graph Population / N. O. Dorodnykh, A. Yu. Yurin // Proceedings of the Seventh International Scientific Conference “Intelligent Information Technologies for Industry” (IITI’23). – Cham : Springer International Publishing, 2023. – P. 206–217. – ISBN 978-3-031-43788-5.Dorodnykh, N. O. Using Semantic Annotation of Tabular Data for Domain Knowledge Graph Population / N. O. Dorodnykh, A. Yu. Yurin // Proceedings of the Seventh International Scientific Conference “Intelligent Information Technologies for Industry” (IITI’23). – Cham : Springer International Publishing, 2023. – P. 206–217. – ISBN 978-3-031-43788-5.Sokolov, S. S. Robust Filtering of Nonlinear Stochastic Processes in Machine Learning Systems / S. S. Sokolov, M. V. Kurinenko, O. I. Sokolova // Proceedings of the Seventh International Scientific Conference “Intelligent Information Technologies for Industry” (IITI’23). – Cham : Springer International Publishing, 2023. – P. 217–227. – ISBN 978-3-031-43788-5.Sokolov, S. S. Robust Filtering of Nonlinear Stochastic Processes in Machine Learning Systems / S. S. Sokolov, M. V. Kurinenko, O. I. Sokolova // Proceedings of the Seventh International Scientific Conference “Intelligent Information Technologies for Industry” (IITI’23). – Cham : Springer International Publishing, 2023. – P. 217–227. – ISBN 978-3-031-43788-5.Selecting a Machine Learning Model to Optimize the Burner Digital Twin / V. Kovalnogov, D. Generalov, R. Fedorov [et al.] // Proceedings of the Seventh International Scientific Conference “Intelligent Information Technologies for Industry” (IITI’23). – Cham : Springer International Publishing, 2023. – P. 225– 235. – ISBN 978-3-031-43788-5.Selecting a Machine Learning Model to Optimize the Burner Digital Twin / V. Kovalnogov, D. Generalov, R. Fedorov [et al.] // Proceedings of the Seventh International Scientific Conference “Intelligent Information Technologies for Industry” (IITI’23). – Cham : Springer International Publishing, 2023. – P. 225– 235. – ISBN 978-3-031-43788-5.Rogozov, Y. I. Method for Determining and Fixing the Information Need of Users in the LowCode Development / Y. I. Rogozov, V. S. Lapshin, S. A. Kucherov // Proceedings of the Seventh International Scientific Conference “Intelligent Information Technologies for Industry” (IITI’23). – Cham : Springer International Publishing, 2023. – P. 285–294. – ISBN 978-3-031-43788-5.Rogozov, Y. I. Method for Determining and Fixing the Information Need of Users in the LowCode Development / Y. I. Rogozov, V. S. Lapshin, S. A. Kucherov // Proceedings of the Seventh International Scientific Conference “Intelligent Information Technologies for Industry” (IITI’23). – Cham : Springer International Publishing, 2023. – P. 285–294. – ISBN 978-3-031-43788-5.Intelligent Design of Images of Engineering Networks for Spatial Analysis / S. Belyakov, A. Bozhenyuk, M. Knyazeva, I. Rozenberg // Proceedings of the Seventh International Scientific Conference “Intelligent Information Technologies for Industry” (IITI’23). – Cham : Springer International Publishing, 2023. – P. 294–303. – ISBN 978-3-031-43788-5.Intelligent Design of Images of Engineering Networks for Spatial Analysis / S. Belyakov, A. Bozhenyuk, M. Knyazeva, I. Rozenberg // Proceedings of the Seventh International Scientific Conference “Intelligent Information Technologies for Industry” (IITI’23). – Cham : Springer International Publishing, 2023. – P. 294–303. – ISBN 978-3-031-43788-5.

The authors declare that there are no conflicts of interest present.