| Vol-3896 urn:nbn:de:0074-3896-0 Copyright © 2024 for the individual papers by the papers' authors. Copyright © 2024 for the volume as a collection by its editors. This volume and its papers are published under the Creative Commons License Attribution 4.0 International (CC BY 4.0).

# ITTAP 2024
Information Technologies: Theoretical and Applied Problems 2024

### Proceedings of the 4th International Workshop on Information Technologies: Theoretical and Applied Problems 2024

### Ternopil, Ukraine and Opole, Poland, October 23-25, 2024.

Edited by

### Iaroslav Lytvynenko *
Serhii Lupenko **

* Ternopil Ivan Puluj National Technical University, Faculty of Computer Information Systems and Software Engineering, Ternopil, Ukraine
** Opole University of Technology, Opole, Poland

## Table of Contents

- Preface
  Summary: There were 61 papers submitted for peer-review to this workshop. Out of these, 52 papers were accepted for this volume, 35 as regular papers and 17 as short papers.
- Committees
- Organizer and Partners

### Session 1: Day 1

- Comparison of feature extraction tools for network traffic data 1-11
  Borys Lypa, Ivan Horyn, Natalia Zagorodna, Dmytro Tymoshchuk, Taras Lechachenko
- Method and tool of detecting software architecture patterns in the process of computer systems development 12-24
  Vasyl Yatsyshyn, Oleh Pastukh, Victoria Kukharska, Andriy Palamar, Serhii Kulikov
- YOLOv8, YOLOv9, and YOLOv10: A Study in Automated Vehicle Damage Detection 25-44
  Serhii Dolhpolov, Tetyana Honcharenko, Vladyslav Hots, Pavlo Kruk, Iryna Porokhovnichenko
- Improve data backup strategies with machine learning predictive analytics 45-53
  Andrii Harasivka, Anatolii Lupenko, Yuri Palaniza, Mykhailo Fryz
- YOLOv5-based Object Detection for Construction Site Efficiency: Equipment, Tool, and Vehicle Recognition 54-73
  Serhii Dolhopolov, Tetyana Honcharenko, Denys Chernyshev, Olga Solovei
- Automated algorithm for determining surface’s oil capacity based on the analysis of the Abbot-Firestone diagram’s parameters 74-79
  Iaroslav Lytvynenko, Volodymyr Dzyura, Pavlo Maruschak
- Performance Benchmarking of Continuous Processing and Micro-Batch Modes in Spark Structured Streaming 80-90
  Illia Fedorovych, Halyna Osukhivska, Nadiia Lutsyk
- A Comparison of Frame-by-Frame and Aggregation Approaches for Gesture Classification Using Machine Learning 91-106
  Michał Wierzbicki, Jakub Osuchowski
- Stationarity, Ergodicity and Mixing Properties of Conditional Linear Time Series Models 107-113
  Mykhailo Fryz, Svitlana Kovtun, Yurii Kuts, Bogdana Mlynko, Oleksandra Kuchvara
- Algorithm for conceptual problem-solving using General Environment Description Language 114-128
  Nina Bąkowska, Krzysztof Zatwarnicki
- Assessing Fake News Impact on Polish Political Attitudes Toward the Ukraine War 129-145
  Nataliia Dziubanovska
- Fourier Model Fitting for Vibration Analysis of Car Wheel Suspension Enhanced Damping System 146-164
  Oleg Lyashuk, Mykola Stashkiv, Yurii Palianytsia, Roman Khoroshun, Dmytro Mironov
- Modelling of automotive steel fatigue lifetime by machine learning method 165-172
  Oleh Yasniy, Dmytro Tymoshchuk, Iryna Didych, Nataliya Zagorodna, Olha Malyshevska
- Modeling of highly loaded distributed system supporting the process of assessing the technical condition of objects 173-185
  Oleksii Yehorov, Bohdan Volokh, Ihor Bosenko, Bohdan Yeremenko, Svitlana Terenchuk
- Analysis of the vibration signals based on PCRP representation 186-193
  Roman Yuzefovych, Ihor Javorskyj, Oleh Lychak, Roman Khmil, George Trokhym
- An approach to evaluate a classification model to predict a construction object’s state 194-200
  Olga Solovei, Bohdan Solovei, Yuliia Riabchun
- Jordan-Gauss graphs and quadratic public keys of Multivariate Cryptography 201-216
  Vasyl Ustimenko, Oleksandr Pustovit
- The optimal controller parametric synthesis using variational calculus for a dynamic system general mathematical model 217-234
  Victoria Vysotska, Vasyl Lytvyn, Serhii Vladov, Viktor Vasylenko, Oleksii Kryshan
- Improvement of intelligent systems for creating personalized products 235-247
  Viktoriia Mytsa, Mykola Riabchykov
- A mathematical modeling of surface periodic relief after nanosecond laser processing 248-253
  Vitalii Mocharskyi, Bogdan Kovalyuk, Oksana Sitkar
- Comparison of the efficiency of autoencoders for solving clustering problems 254-272
  Volodymyr Lytvynenko, Serge Olszewski, Volodymyr Osypenko, Violeta Demchenko, Dariia Dontsova
- Analysis and strategy development for improving the performance of the Paillier cryptosystem algorithm in medical data processing 273-281
  Volodymyr Semchyshyn, Dmytro Mykhalyk
- Comparison of artificial intelligence algorithms and expert approach in risk classification in nephrology 282-297
  Dawid Pawuś, Szczepan Paszkiel, Tomasz Porażko
- The selection of a structure of a neural network model for predicting the flow parameters of transport systems 298-310
  Oleh Pihnastyi, Georgii Kozhevnikov, Bohdan Fedorchak
- Analysis of the accuracy, stiffness and stability of shell structures of mirror antennas using computer modeling 311-328
  Andrii Sverstiuk, Taras Dubynyak, Mykola Stashkiv, Volodymyr Nevozhai, Mykola Poshyvak
- Comparative Analysis of Camera Calibration Algorithms for Soccer Applications 329-341
  Oleksandr Sorokivskyi, Volodymyr Hotovych, Oleg Nazarevych, Grygorii Shymchuk

### Session 1: Day 2

- Semi-supervised learning for hyperspectral landmine detection 342-354
  Victor Sineglazov, Volodymyr Lytvynenko, Kyrylo Lesohorskyi
- Using the variational principle of leveling illumination in images 355-366
  Anastasiia Bekesheva, Vladyslav Khaidurov, Vladyslav Romanenko, Roman Yarovoy
- Mathematical and computer modelling to assess accuracy and adequacy in torque measurement 367-377
  Andrii Sverstiuk, Taras Dubynyak, Nadia Shostakivska, Myroslava Yavorska, Mykola Poshyvak
- Advanced data encryption method based on the monochrome pixel alphabet 378-389
  Vasyl Trysnyuk, Kyrylo Smetanin, Ihor Humeniuk, Oleksandr Lahodnyi, Volodymyr Okhrimchuk
- Comparative analysis of models for assessing asthma severity based on paraclinical studies 390-404
  Oleh Pihnastyi, Olha Kozhyna, Iuliia Karpushenko
- Use of neural networks for modelling the mechanical characteristics of epoxy composites treated with electric spark water hammer 405-418
  Petro Stukhliak, Oleg Totosko, Danulo Stukhlyak, Olena Vynokurova, Iaroslav Lytvynenko
- Integration of SQL Server Reporting Services into modern application infrastructure 419-426
  Volodymyr Kuharsky, Dmytro Mykhalyk
- A Speech Enhancement Based on Minimum Variance Distortion Response Beamformer in Adverse Recording Scenario 427-437
  Quan Trong The
- Using ensemble methods of machine learning to predict real estate prices 438-447
  Oleh Pastukh, Viktor Khomyshyn
- Computer robust parameter design of surface eddy current probes. Developing software design of numerical experiments creating 448-461
  Volodymyr Halchenko, Ruslana Trembovetska, Volodymyr Tychkov
- Information system for positioning and orienting antenna system 462-466
  Yurii Hlado, Nadia Kryva, Nadia Gashchyn, Sergii Glado
- Towards Digital Twins in Rehabilitation Processes - Examples of Publicly Available Datasets 467-485
  Barbara Jantos, Michał Tomaszewski
- Information System for Design of Thin Multilayer Film Processes Parameters Management based on Diffusion 486-493
  Mykhaylo Petryk, Vitalii Chyzh, Halyna Tsupryk, Oksana Petryk
- Modeling of War-Induced Ukrainian Migration’s Impact on Poland’s Trade Using Machine Learning 494-508
  Nataliia Dziubanovska
- Secure information system for Chinese Image medicine knowledge consolidation 509-519
  Serhii Lupenko, Oleksandra Orobchuk, Igor Kateryniuk, Ruslan Kozak, Halyna Lypak
- Generation of camouflage based on the use of generative-competitive neural networks 520-531
  Victor Sineglazov, Michael Zgurovsky, Dmytro Nikulin, Kyrylo Lesohorskyi
- Software module for project analysis in mechanical processing and welding of frame structures 532-539
  Volodymyr Shanaida, Valeriy Lazaryuk, Ruslan Skliarov
- Microcontroller system for air quality monitoring 540-553
  Tetiana Hovorushchenko, Vyacheslav Bachuk, Vladyslav Sevostyanov, Andrii Martsenyuk, Houda El Bouhissi
- Computer assisted analysis of transgranular and intergranular micromechanisms of brittle fracture 554-559
  Ihor Konovalenko, Pavlo Maruschak
- Behavioral model of autonomous robotic systems using reinforcement learning methods 560-568
  Oleksii Matsiievskyi, Igor Achkasov, Yevhenii Borodavka, Roman Mazurenko
- Application of machine learning methods to the prediction of NO2 concentration in the air environment 569-577
  Iryna Didych, Andrii Mykytyshyn, Andrii Stanko, Mykola Mytnyk
- Efficiency of Regression Testing Strategies in CI/CD Environments 578-590
  Dmytro Lukavenko, Maksym Delembovskyi
- Decoding Emotional Complexity: Challenges in Emotions Classification Using the CMU Dataset 591-601
  Zineb Bougriche, Rafał Gasz
- Mathematical and numerical modeling of nonlinear deformation processes 602-609
  Мykhailo Мykhailyshyn, Roman Mykhailyshyn, Halyna Semenyshyn
- Principles of construction of an adaptive multilevel system of monitoring and diagnostics of complex technical objects 610-616
  Nadiia Marchenko, Olena Monchenko, Hanna Martyniuk, Larysa Chubko, Tetiana Scherbak
- An Adaptive Post - Filtering - Based Generalized Sidelobe Canceller Beamformer’s Speech Enhancement 617-627
  Quan Trong The

2024-11-21: submitted by Iaroslav Lytvynenko, metadata incl. bibliographic data published under Creative Commons CC0
2025-01-13: published on CEUR Workshop Proceedings (CEUR-WS.org, ISSN 1613-0073) |valid HTML5|