Аналитический обзор трудов конференции IITI’22

В обзорной статье дан краткий анализ работ, представленных на конференции IITI’22, рассмотрены основные направления как теоретических, так и прикладных исследований в области современного искусственного интеллекта (ИИ). Традиционно основной акцент в большинстве принятых к публикации материалов был сделан на применении современных информационных и интеллектуальных технологий в технике. Были выделены четыре основные направления, представленные на конференции IITI’21: прикладные интеллектуальные системы, машинное обучение, интеллектуализация производственных процессов, нечеткие и нетрадиционные логики. По каждому из направлений сделан анализ наиболее интересных докладов для популяризации результатов исследований в области прикладного искусственного интеллекта среди русскоязычной аудитории.

В рамках конференции был организован круглый стол, на котором также обсуждались проблемы использования ИИ в медицине, бизнесе и образовании. Лучшие работы также вошли в сборник трудов конференции «Proceedings of the Sixth International Scientific Conference „Intelligent Information Technologies for Industry” (IITI’22)».

1. Intelligent Support for the Interaction of Transport Process Participants Using Fuzzy Modeling / M. V. Bakalov [et al.] // Proceedings of the Sixth International Scientific Conference «Intelligent Information Technologies for Industry» (IITI’22). – Cham : Springer International Publishing, 2022. – P. 403–412.

2. Eremeev, A. Architecture of a Distributed Intelligence System for Data Mining Based on CaseBased Reasoning / A. Eremeev, P. Varshavsyii, S. Polyakov // Proceedings of the Sixth International Scientific Conference «Intelligent Information Technologies for Industry» (IITI’22). – Cham : Springer International Publishing, 2022. – P. 13–21.

3. Rogozov, Y. I. Communication as a Basic Element of the Methodology for the Development of Intelligent Systems / Y. I. Rogozov, V. S. Lapshin, S. A. Kucherov // Proceedings of the Sixth International Scientific Conference «Intelligent Information Technologies for Industry» (IITI’22). – Cham : Springer International Publishing, 2022. – P. 31–41.

4. Rogozov, Y. I. Approach to the Implementation of Intelligent Low-Code Platforms / Y. I. Rogozov, V. S. Lapshin, M. A. Borovskaya // Proceedings of the Sixth International Scientific Conference «Intelligent Information Technologies for Industry» (IITI’22). – Cham : Springer International Publishing, 2022. – P. 42–50.

5. Knowledge Bases Engineering Based on Event Trees Transformations : A Case Study for Aircraft Diagnostics / A. Y. Yurin [et al.] // Proceedings of the Sixth International Scientific Conference «Intelligent Information Technologies for Industry» (IITI’22). – Cham : Springer International Publishing, 2022. – P. 3–12.

6. Vinogradov, G. P. Patterns in Smart Wireless Sensor Network Nodes / G. P. Vinogradov, I. A. Konyukhov // Proceedings of the Sixth International Scientific Conference «Intelligent Information Technologies for Industry» (IITI’22). – Cham : Springer International Publishing, 2022. – P. 73–82.

7. Zhozhikashvili, A. V. Category Technology to Design Intelligent Systems for Complicated Decisions / A. V. Zhozhikashvili, V. L. Stefanuk // Proceedings of the Sixth International Scientific Conference «Intelligent Information Technologies for Industry» (IITI’22). – Cham : Springer International Publishing, 2022. – P. 22–30.

8. Detection of Anomalies and Attacks in Container Systems : An Integrated Approach Based on Black and White Lists / I. Kotenko [et al.] // Proceedings of the Sixth International Scientific Conference «Intelligent Information Technologies for Industry» (IITI’22). – Cham : Springer International Publishing, 2022. – P. 107–117.

9. Kostoglotov, A. A. Synthesis of Estimation System for UAV Orientation with a Neural NetworkIdentifier / A. A. Kostoglotov, A. A. Penkov, V. O. Zekhtser // Proceedings of the Sixth International Scientific Conference «Intelligent Information Technologies for Industry» (IITI’22). – Cham : Springer International Publishing, 2022. – P. 172–180.

10. Pestov, I. Methodology for Detecting Anomaly and Attack on Cloud Infrastructure Instances / I. Pestov, L. Vitkova // Proceedings of the Sixth International Scientific Conference «Intelligent Information Technologies for Industry» (IITI’22). – Cham : Springer International Publishing, 2022. – P. 131–141.

11. Hybrid Approach to Time Series Anomaly Detection Using LSTM Networks and Ontology / V. Moshkin [et al.] // Proceedings of the Sixth International Scientific Conference «Intelligent Information Technologies for Industry» (IITI’22). – Cham : Springer International Publishing, 2022. – P. 181–191.

12. Machine Learning-Based Predictive Modeling of Mechanical Properties of Coatings / V. I. Kolesnikov [et al.] // Proceedings of the Sixth International Scientific Conference «Intelligent Information Technologies for Industry» (IITI’22). – Cham : Springer International Publishing, 2022. – P. 162–171.

13. Attacks Against Artificial Intelligence Systems : Classification, The Threat Model and the Approach to Protection / I. Kotenko [et al.] // Proceedings of the Sixth International Scientific Conference «Intelligent Information Technologies for Industry» (IITI’22). – Cham : Springer International Publishing, 2022. – P. 293–302.

14. Ilicheva, V. V. Acyclic Structures of Transport Processes in Transportation Management Problems / V. V. Ilicheva, A. N. Guda // Proceedings of the Sixth International Scientific Conference «Intelligent Information Technologies for Industry» (IITI’22). – Cham : Springer International Publishing, 2022. – P. 303–313.

15. Gorbov, G. Learning Adaptive Parking Maneuvers for Self-driving Cars / G. Gorbov, M. Jamal, A. I. Panov // Proceedings of the Sixth International Scientific Conference «Intelligent Information Technologies for Industry» (IITI’22). – Cham : Springer International Publishing, 2022. – P. 283–292.

16. Dolgiy, A. Intelligent Models for State Assessment and Behavior Prediction in Railway Processes Based on Descriptive Analytics and Soft Computing / A. Dolgiy, A. Khramtsov, S. Kovalev // Proceedings of the Sixth International Scientific Conference «Intelligent Information Technologies for Industry» (IITI’22). – Cham : Springer International Publishing, 2022. – P. 358–368.

17. Dorodnykh, N. O. Knowledge Graph Augmentation Based on Tabular Data : A Case Study for Industrial Safety Inspection / N. O. Dorodnykh, A. Y. Yurin // Proceedings of the Sixth International Scientific Conference «Intelligent Information Technologies for Industry» (IITI’22). – Cham : Springer International Publishing, 2022. – P. 314–324.

18. Paliukh, B. V. Evolution Management of Multistage Manufacturing Based on Evidence Theory and Methods of Interval Analysis / B. V. Paliukh, A. N. Vetrov // Advances in Artificial Systems for Medicine and Education V. – Springer International Publishing, 2022. – P. 134–143.

19. Terminal Stochastic Filtering of Nonlinear Dynamic Processes : The Case of Invariant Immersion / S. Sokolov [et al.] // Proceedings of the Sixth International Scientific Conference «Intelligent Information Technologies for Industry» (IITI’22). – Cham : Springer International Publishing, 2022. – P. 369–379.

20. Control of SRM of Flywheel Energy Storage Drive / P. G. Kolpakhchyan [et al.] // Proceedings of the Sixth International Scientific Conference «Intelligent Information Technologies for Industry» (IITI’22). – Cham : Springer International Publishing, 2022. – P. 380–391.

21. Development of a Model of User Interface Logic Representation / Y. Lipko [et al.] // Proceedings of the Sixth International Scientific Conference «Intelligent Information Technologies for Industry» (IITI’22). – Cham : Springer International Publishing, 2022. – P. 392–400.

22. Kurbatov, S. S. Complex Modeling of Inductive and Deductive Reasoning by the Example of a Planimetric Problem Solver / S. S. Kurbatov, I. B. Fominykh // Proceedings of the Sixth International Scientific Conference «Intelligent Information Technologies for Industry» (IITI’22). – Cham: Springer International Publishing, 2022. – P. 454–462.

23. Borisov, V. V. Ontological Engineering of Interrelated Processes in Complex Cyber-Physical Systems / V. V. Borisov, A. E. Misnik // Proceedings of the Sixth International Scientific Conference «Intelligent Information Technologies for Industry» (IITI’22). – Cham : Springer International Publishing, 2022. – P. 413–423.

24. Mathematical Models and Algorithms of an Intelligent Platform for the Implementation of an Individual Learning Trajectory / G. I. Akperov [et al.] // Proceedings of the Sixth International Scientific Conference «Intelligent Information Technologies for Industry» (IITI’22). – Cham : Springer International Publishing, 2022. – P. 424–436.

25. Mapping Out the Measures to Prevent the Failure of Electrical Equipment / A. E. Kolodenkova [et al.] // Proceedings of the Sixth International Scientific Conference «Intelligent Information Technologies for Industry» (IITI’22). – Cham : Springer International Publishing, 2022. – P. 437–443.

26. Kostoglotov, A. Synthesis of a Quasi-Optimal Control System Using the Maximum Condition of Generalized Power Under Fuzziness of Operation Modes’ Boundaries / A. Kostoglotov, S. Lazarenko // Proceedings of the Sixth International Scientific Conference «Intelligent Information Technologies for Industry» (IITI’22). – Cham : Springer International Publishing, 2022. – P. 444–453.

27. Intelligent Support for the Interaction of Transport Process Participants Using Fuzzy Modeling / M. V. Bakalov [et al.] // Proceedings of the Sixth International Scientific Conference «Intelligent Information Technologies for Industry» (IITI’22). – Cham : Springer International Publishing, 2022. – P. 403–412.

28. Afanasieva, T. Information Granulating and Its Use in Descriptive and Predictive Analysis of Medical Data / T. Afanasieva // Proceedings of the Sixth International Scientific Conference «Intelligent Information Technologies for Industry» (IITI’22). – Cham : Springer International Publishing, 2022. – P. 229–238.