| Vol-4057 urn:nbn:de:0074-4057-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).

# CITI 2025
Computer Information Technologies in Industry 4.0 2025

### Proceedings of the 3rd International Workshop on Computer Information Technologies in Industry 4.0 (CITI 2025)

### Ternopil, Ukraine, June 11-12, 2025.

Edited by

### Andriy Sverstiuk *
Pavlo Maruschak **

* I. Horbachevsky Ternopil National Medical University, Faculty of Medicine, Ternopil, Ukraine
** Ternopil Ivan Puluj National Technical University, Faculty of Applied Information Technologies and Electrical Engineering, Ternopil, Ukraine

## Table of Contents

- Preface
  Summary: There were 51 paper submitted for peer-review to this workshop. Out of these, 32 papers were accepted for this volume, 23 as regular papers and 9 as short papers.
- Committees
- Organizer and Partners

### Day 1

- Intelligent self-monitoring and signal restoring system for the helicopter turboshaft engines gas temperature sensor with adaptive predicting 1-20
  Serhii Vladov, Victoria Vysotska, Vasyl Lytvyn, Nataliia Vladova, Yelyzaveta Sahun
- Hybrid system for detecting abnormal traffic in IoT 21-36
  Nataliia Petliak, Yurii Klots, Mikolaj Karpinski, Vira Titova, Dmytro Tymoshchuk
- Prediction of CO levels in the air based on UV index using artificial intelligence algorithms 37-45
  Andrii Stanko, Iryna Didych, Andrii Mykytyshyn, Mykola Mytnyk, Serhii Lupenko
- Markov model of controlled load distribution in the edge-IoT subsystem 46-62
  Viacheslav Kovtun, Oleh Yasniy, Oleh Kovaliuk
- Automated deal amount validation in CRM systems using large language models 63-68
  Mykhaylo Petryk, Oleksiy Tsebriy, Yurii Stoianov, Oksana Petryk
- Integration of mutation testing into unit test generation using large language models 69-78
  Andrii Kovtko, Volodymyr Savkiv, Halyna Kozbur, Ihor Kozbur, Rostyslav Trembach
- Comparative analysis of ensemble methods for outlier detection in real estate 79-91
  Viktor Khomyshyn, Oleh Pastukh, Vasyl Yatsyshyn, Nataliya Zagorodna, Ihor Baran
- Computer simulation of ultrawideband Vivaldi active phased array antenna 92-105
  Yurii Palianytsia, Vasyl Dunets, Grygorij Khymych, Oleg Zastavnyy, Alexander Los
- Image matching of satellite and UAV for visual place recognition using YOLO 106-119
  Volodymyr Vozniak, Oleksander Barmak, Iurii Krak
- Neural networks for processing experimental studies of the modulus of elasticity and hardness of epoxy composites containing Al₂O₃, ZnO and PTFE 120-130
  Danylo Stukhliak, Oleg Totosko, Petro Stukhliak, Oleh Yasniy, Andrii Stanko
- Software system for identifying diffusion parameters in microporous samples 131-144
  Igor Boyko, Marharyta Prachuk, Victoria Hykava, Igor Cherevko, Anatolii Doroshenko
- Information system for direction finding of signal sources in the ultra-long range 145-151
  Mykhaylo Palamar, Oleksandr Liashchuk, Mykhaylo Strembitskyi, Andrii Chaikovskyi, Andrii Kondratiuk
- The concept of development a digital twin based on the FIWARE framework for effective air quality monitoring in urban areas 152-165
  Nataliya Bernatska, Elvira Dzhumelia, Orest Kochan
- Cybersecurity provisioning for Industry 4.0 digital twin with AR components 166-178
  Ruslan Kozak, Yuriy Skorenkyy, Oleksandr Kramar, Taras Lechachenko, Halyna Brevus
- Dynamic test case prioritisation for mobile applications based on real user behaviour data 179-188
  Andrii Melnyk, Lesia Dmytrotsa, Oleh Palka, Yaroslav Vasylenko, Nataliya Klymuk
- Comparative analysis of large data processing in Apache Spark using Java, Python and Scala 189-198
  Ivan Borodii, Illia Fedorovych, Halyna Osukhivska, Diana Velychko, Roman Butsii
- Significant weather areas mapping for UAV route planning 199-208
  Yuliya Averyanova, Maxim Ivanytskyi, Yevheniia Znakovska
- An appropriate post - filtering for GSC beamformer 209-219
  Nguyen Thi Huyen Chau, Quan Trong The

### Day 2

- Development of leadership competences in bachelor’s and master’s students as a factor in the formation of intellectual capital of modern entrepreneurship in the context of digitalization 220-239
  Vasyl Martsenyuk, Liudmyla Golovkova, Halyna Nahorniak, Oksana Garmatiuk, Yurii Dyshkant
- Approaches to the development of information technology for ECG analysis to evaluate quality of life in smart cities 240-260
  Andriy Sverstiuk, Uliana Polyvana, Lyubomyr Mosiy, Olha Mosiy, Roman Butsiy
- Method and computer tool for synphase prediction of computer network traffic load level 261-269
  Mykola Khvostivskyi, Liliia Khvostivska, Iryna Dediv, Vasyl Yatskiv, Oleksandra Kuchvara
- A mathematic model of electroretinogram for titanium dioxide (TiO2) neurotoxicity risk assessment 270-276
  Petro Samuliak, Roman Tkachuk, Pavlo Tymkiv, Oksana Bahrii-Zaiats, Oleg Zastavnyy
- Conceptual approaches to data transmission for AI-assisted patient assessment 277-286
  Yaroslav Kotov, Evhenia Yavorska, Bohdan Yavorskiy, Oksana Dozorska, Vasyl Yatskiv
- Criteria for assessing status to form individual training trajectory 287-295
  Dmytro Vakulenko, Lyudmila Vakulenko, Sviatoslav Gandzyuk, Nadiya Gandzyuk
- Analysis of mean square estimator errors of basic frequency for periodically non-stationary random processes 296-300
  Ihor Javorskyj, Roman Yuzefovych, Roman Pelypets, Roman Sliepko, Oleh Lychak, Pavlo Semenov
- Computer modeling of the process of shape deviations parameters control and analysis 301-311
  Tetiana Hovorushchenko, Taras Dubynyak, Liliana Dzhydzhora, Natali Yuryk, Yurij Yuryk
- A comparative study of bug algorithms for robot navigation 312-321
  Mykhaylo Strembitskyi, Myroslava Yavorska, Andriy Palamar, Roman Kochan, Valeriy Yeromenko
- Automated approaches to determining chicken eggs’ parameters based on their digital images 322-330
  Ihor Konovalenko, Volodymyr Medvid, Oleksandr Shovkun, Kateryna Marushchak, Denys Baran, Bohdan Rusyn
- Transformer neural networks in Industry 4.0 331-336
  Denys Olianin, Halyna Tsupryk, Tetiana Hovorushchenko, Oksana Bahrii-Zaiats, Igor Andrushchak
- On the deployment of an open-source digital learning ecosystem 337-350
  Hryhorii Habrusiev, Vasyl Oleksiuk, Pavlo Chopyk, Iryna Habrusieva, Sergii Alilujko
- Multi-parameter hemodynamic monitoring via machine learning: a data-driven framework for cardiovascular physiology 351-373
  Oleksandr Bryk, Oleh Pastukh, Yuriy Ushenko, Dmytro Uhryn, Ihor Maykiv
- Telemedicine and psychocorrection: a new paradigm through healthcare data processing innovations 374-386
  Dmytro Vakulenko, Olena Hevko, Liudmyla Vakulenko, Irina Smachylo, Zoryana Kocherga

2025-08-23: submitted by Andriy Sverstiuk, metadata incl. bibliographic data published under Creative Commons CC0
2025-10-07: published on CEUR Workshop Proceedings (CEUR-WS.org, ISSN 1613-0073) |valid HTML5|