| Vol-4146 urn:nbn:de:0074-4146-x Copyright © 2025 for the individual papers by the papers' authors. Copyright © 2025 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 2025
The 5th International Conference on Information Technologies: Theoretical and Applied Problems 2025 (Volume I, II)

### Proceedings of the 5th International Conference on Information Technologies: Theoretical and Applied Problems 2025

### Ternopil, Ukraine, October 22-24, 2025.

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 56 papers submitted for peer-review to this Conference. Out of these, 43 papers were accepted for this volume, 31 as regular papers and 12 as short papers.
- Committees
- Organizer and Partners

### Volume I: Workshop 1. Methods and means of modeling information signals and systems. Applied information technologies in medicine

- Proactive concurrency control for data lakehouse: a meta-scheduling framework for urban construction data pipelines 1-14
  Olga Solovei
- Modifications of method for solving inverse heat and mass transfer problems 15-28
  Vladyslav Khaidurov, Hanna Yuzhakova, Yurii Bulavintsev
- Digital health data infrastructure and analytics with focus on the polish regional centre 29-51
  Dawid Pawuś, Helena Ibrahim, Karol Fabianek, Grzegorz Mehlich
- Meta-ensemble methods for outlier detection in real estate 52-68
  Viktor Khomyshyn, Oleh Pastukh, Vasyl Yatsyshyn, Ihor Baran, Yuriy Ushenko
- Multi-layer secured architecture of a local automated centralized alert system 69-80
  Volodymyr Hotovych, Oleh Nazarevych, Grigorii Shymchuk, Liubomyr Matiichuk, Yurii Maksymiak
- Model of vibrations as periodically non-stationary random processes for identification of the condition of electrical motor 81-89
  Roman Yuzefovych, Ihor Javorskyj, Oleh Lychak, Pavlo Semenov, Roman Khmil
- Information and measurement system for analyzing images of fundus tissue using computer-integrated technologies 90-103
  Oleksandr Povstianoi, Olena Vynokurova, Viktor Denysiuk, Yurii Lapchenko, Roman Hrudetskij
- Comparison of interpolation methods for modelling the characteristics of oxide-containing epoxy composites 104-115
  Danylo Stukhliak, Oleg Totosko, Petro Stukhliak, Olena Vynokurova, Danyl Zhytnyk
- Comparative analysis of data representing models using e-commerce data 116-127
  Ivan Osiichuk, Nataliya Zagorodna, Dmytro Dmytriv, Inna Skarga-Bandurova, Oleksandr Zaiets
- Component method for analyzing the energy consumption signal as a periodically correlated random process 128-137
  Andrii Voloshchuk, Halyna Osukhivska, Mykola Khvostivskyi, Andriy Sverstiuk, Liliia Khvostivska
- Numerical models of novel discrete-time chaotic systems 138-150
  Roman Voliansky, Nina Volianska, Vitaly Yakovenko, Oleksandr Tkalenko, Vitalii Kuznetsov
- Mathematical modeling and statistical validation of the amplitude variability function of electrocardiographic signals 151-159
  Lyubomyr Mosiy, Mykhailo Fryz, Yurii Palianytsia, Bogdana Mlynko, Olha Mosiy
- Hybrid data protection method combining homomorphic encryption and steganography 160-169
  Vasyl Trysnyuk, Kyrylo Smetanin, Ihor Humeniuk, Viktor Shumeiko
- Arduino-based triaxial measurement system for vibration monitoring in mobile machinery 170-182
  Mykola Stashkiv, Iaroslav Lytvynenko, Oleh Lyashuk, Viktor Stashkiv, Vasyl Olyvko
- Cyber-physical system for monitoring water resources 183-192
  Tetiana Hovorushchenko, Yurii Voichur, Ludmila Kravchuk, Andrii Balan, Artem Boyarchuk
- Bayesian long short-term memory model for crane stability prediction and uncertainty quantification in safety monitoring systems 193-208
  Bohdan Solovei, Oleksandr Terentyev
- Object path modeling with external disturbance compensation and adaptive replanning 209-217
  Yurii Zhyshchynskyi, Serhiy Horiashchenko, Yehor Solomianyi
- Information and analytical support for technical monitoring systems with a multi-level structure 218-223
  Nadiia Marchenko, Olena Monchenko, Hanna Martyniuk, Larysa Chubko
- A multi-stage model for detecting and preventing SQL injections in the XAMPP/MySQL environment 224-237
  Roman Sikorskyi, Oleh Harasymchuk
- Predictive modeling of academic outcomes based on socioeconomic variables 238-246
  Rostyslav Zatserkovnyi, Roksoliana Zatserkovna
- Mathematical modeling and experimental evaluation of the information content completeness at fixed memory volumes: application of compression algorithms 247-255
  Mykola Mitikov, Natalia Guk, Roman Voliansky, Mykhailo Mozhaiev, Andri Pranolo
- Improving data rebalancing in distributed databases using adaptive and elitist genetic algorithms 256-264
  Roman Belous, Taras Trysnyuk, Kyrylo Smetanin, Vladyslav Vasylenko, Dmytro Mosiichuk
- The sub-system for project methodology choosing in the information technology 265-273
  Ihor Berezutskyi, Tetyana Honcharenko
- Development of a personalized prognostic model for assessing the risk of exocrine pancreatic insufficiency in patients with chronic pancreatitis 274-285
  Liliia Babinets, Nataliia Botsyuk, Iryna Halabitska, Nadiia Gashchyn, Svitlana Konovalchuk

### Volume II: Workshop 2. Іnformation systems and technologies of artificial intelligence

- AutoML TPOT with XAI analysis: optimization and interpretation of a machine learning model for the classification of epoxy composites 286-295
  Dmytro Tymoshchuk, Iryna Didych, Oleh Yasniy, Andrii Mykytyshyn, Viacheslav Kovtun
- Detection of multi-vector attacks in IoT networks: a graph attention network-based approach 296-313
  Mykola Stetsiuk, Yurii Klots, Dmytro Tymoshchuk, Mikolaj Karpinski, Nataliia Petliak
- Neural network-based automation of spatial solutions in modern interior design 314-323
  Pavlo Kruk, Oleksii Matsiievskyi, Igor Achkasov
- Conceptual modeling of the subject area 'Aseptic Wound' for AI–based medical systems 324-341
  Serhii Lupenko, Michał Tomaszewski, Anna Bryniarska, Andrii Pavlyshyn, Oleksandra Orobchuk
- Identification of Lennard–Jones potential parameters from concentration distributions using machine learning 342-349
  Igor Boyko, Julia Seti, Oksana Bahrii-Zaiats, Oksana Petryk
- Traffic optimization in a simple network using Deep Reinforcement Learning 350-364
  Volodymyr Levytskyi, Oleksii Lopuha, Pavlo Kruk
- Emotion-aware film recommendation with heterogeneous graph neural networks 365-378
  Yurii Halias, Khrystyna Lipianina-Honcharenko, Myroslav Komar, Mykola Telka
- Methods for integrating large language models into requirements management in agile methodologies 379-397
  Oleh Zaiats, Dmytro Mykhalyk, Vasyl Yatsyshyn, Oleh Pastukh, Dmytro Uhryn
- Utilization of cloud infrastructure for dataset markup 398-408
  Roman Syzonenko, Svitlana Klymenko, Volodymyr Hnatushenko
- Determining the volume of revolutionary bodies from Two-Dimensional photographic images 409-419
  Ihor Konovalenko, Vadim Piscio, Andriy Y. Hospodarskyy, Abdellah Menou
- Multimodal sentiment analysis with Grad-CAM for urban revitalization 419-438
  Serhii Dolhopolov, Tetyana Honcharenko
- Microprocessor system for calibrating the antenna position sensor 439-445
  Nadia Kryva, Nadia Gashchyn, Sergii Glado, Halyna Semenyshyn
- Method of adaptation of interleaving/deinterleaving devices in wireless data transmission systems with LDPC codes 446-453
  Vladyslav Vasylenko, Serhii Zaitsev, Vasyl Trysnyuk, Taras Trysnyuk
- On the expanding graphs of large girth and algorithms of key establishment 454-471
  Vasyl Ustimenko, Tymoteusz Chojecki
- Modelling the hydrodynamics of wind flow around a building in the conditions of surrounding buildings 472-477
  Oleg Dekusha, Svitlana Kovtun, Ievgen Antypov, Valeriy Gorobets, Artem Riabikov
- Data-driven decision-making methods and hierarchical analysis in cloud-based medical service management systems 478-486
  Volodymyr Semchyshyn, Dmytro Mykhalyk
- Synthesis of an analytical system prototype using MQTT and AWS in the Industry 4.0 context 487-497
  Denis Gaiduchek, Liudmyla Kryvoplias-Volodina, Volodymyr Kostin, Zinaida Burova, Oleksandr Zaporozhets
- Microcontroller-based system for automated room temperature monitoring and actuation 498-508
  Borys Zlotenko, Oleg Synuyk, Dmytro Statsenko, Serhiy Horiashchenko, Olha Kravchuk
- Comparison of 3D data acquisition methods for wound size assessment in crisis situations 509-520
  Jakub Osuchowski, Rafał Gasz, Barbara Jantos, Michał Wierzbicki

2025-11-26: submitted by Iaroslav Lytvynenko, metadata incl. bibliographic data published under Creative Commons CC0
2026-01-02: published on CEUR Workshop Proceedings (CEUR-WS.org, ISSN 1613-0073) |valid HTML5|