| Vol-3909 urn:nbn:de:0074-3909-X 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).

# IT&I 2024
Information Technology and Implementation 2024

### Selected Papers of the XI International Scientific Conference "Information Technology and Implementation" (IT&I 2024). Conference Proceedings

### Kyiv, Ukraine, November 20-21, 2024.

Edited by

### Anatoly Anisimov *
Vitaliy Snytyuk *
Aldrich Chris **
Andreas Pester ***
Frederic Mallet ****
Iurii Krak *
Nickolas Cogan *****
Oleg Chertov ******
Oleksandr Marchenko *
Sándor Bozóki *******
Tom Needham *****
Vitaliy Tsyganok ********
Vladimir Vovk *********

*Taras Shevchenko National University of Kyiv, Ukraine
**Western Australian School of Mines, Australia
*** Fachhochschule Kärnten, Austria, Austria
**** Université Côte d’Azur, France
***** Florida State University, USA
****** National Technical University of Ukraine «Igor Sikorsky Kyiv Polytechnic Institute», Ukraine
******* Computer and Automation Research Institute Hungarian Academy of Sciences, Hungary
******** Institute for Information Recording of the National Academy of Sciences of Ukraine, Ukraine
********* Royal Holloway, University of London, United Kingdom

## Table of Contents

- Preface
  Summary: There were 71 papers submitted for peer-review to this conference. Out of these, 40 papers were accepted for this volume, 39 as regular papers and 1 as short papers.

### Section 1: Artificial Intelligence Technologies and Data Science

- Land Cover Mapping with Sentinel-2 Imagery Using Deep Learning Semantic Segmentation Models 1-18
  Viktoriia Hnatushenko, Oleksandr Honcharov
- Crop Monitoring System Based on Earth Image Analysis to Predict Crop Yields in Fields 19-28
  Stepan Bilan, Oksana Vlasenko, Oleksandr Honcharuk, Yevhenii Roiko
- The Machine Learning Model Development Lifecycle for Prediction of Electrical Energy Market Volumes 29-42
  Anatoliy Doroshenko, Dmitry Zhora, Oleksii Zhyrenkov
- Self-Reinforcing Effects on Trustworthiness of Intelligent Systems in Small Data Problem-Solving 43-55
  Vladyslav Kuznetsov, Alexander Samoylov, Tetiana Karnaukh, Rostyslav Trokhymchuk, Anatoliy Kulias
- Optimal Size Reduction Methodology for Yolo-based Underwater Object Detectors Based on Knowledge Distillation 56-67
  Victor Sineglazov, Mykhailo Savchenko, Michael Zgurovsky
- Toxicity Detection for Ukrainian-language Texts in the Textattributor System 68-83
  Nataliia Darchuk, Oksana Zuban, Valentyna Robeiko, Yuliia Tsyhvintseva, Mykola Sazhok
- Multi-stage Segmentation and Cascade Classification Methods for Improving Cardiac MRI Analysis 84-98
  Vitalii Slobodzian, Pavlo Radiuk, Oleksander Barmak, Iurii Krak
- Influence of Distance Measures and Data Characteristics on Time Performance in Content-based and Collaborative Filtering Datasets 99-108
  Oleksandr Marchenko, Maksym Shevchenko
- Evaluation of The Keyword Selection Methods Effectiveness for the Fake News Classification 109-122
  Khrystyna Lipianina-Honcharenko Dmytro Lendiuk, Nazar Melnyk, Myroslav Komar, Taras Lendiuk
- Multi-Criteria Method for Comparing the Effectiveness of Gradient Descent Modifications on Benchmark Functions 123-137
  Viktor Morozov, Vladyslav Deineha, Danylo Kovalchuk
- Machine Learning Systems for Analyzing and Predicting User Behavior 138-152
  Yuri Kravchenko, Olga Leshchenko, Andriy Dudnik, Nataliia Dakhno, Hennadii Dakhno
- Implementation of The GPT-4 Language Model for Processing Users’ Responses in Social-Psychological Services Within Digital Communication Processes 153-165
  Hryhorii Hnatiienko, Olena Prysiazhniuk, Anna Puzikova, Olena Blyzniukova

### Sections 2. Cyberspace Protection Technologies

- Model of Using Blockchain Technology to Secure Digital Financial Transactions 166-180
  Volodymyr Nakonechnyi, Volodymyr Saiko, Oleksandr Pliushch, Vladyslav Lutsenko, Mykola Mordvyntsev
- Using Zero Trust Principles for Detecting Authorization Attacks in Cloud Environments 181-195
  Ivan Parkhomenko, Larysa Myrutenko, Roman Ohiievych, Mykhailo Savonik
- Modeling of Media Influence on Personal Information Security 196-206
  Vitalii Savchenko, Halyna Haidur, Svitlana Lehominova, Taras Dzyuba, Oleksandr Laptiev
- Using Chernoff Bound to Statistical Tests Independence Checking 207-216
  Lyudmila Kovalchuk, Mariia Rodinko, Roman Oliynykov, Tatiana Klymenko
- Study of Properties, Applications and Software Implementation of The Digital Signature Algorithm Based on Elliptic Curves 217-226
  Serhii Buchyk, Anastasiia Shabanova, Serhii Toliupa, Oleksandr Buchyk, Maksym Delembovskyi
- Trust-Based Security Architecture for Edge Computing: A Simulation Study of Dynamic Trust Evolution and Attack Detection 227-241
  Oleksandr Kuznetsov, Emanuele Frontoni, Yelyzaveta Kuznetsova, Oleksii Smirnov, Illarion Moskovchenko

### Section 3: E-commerce, E-government and E-learning Technologies

- Evaluating the Quality of Education: Application of Black, Gray, and White Box Methods 242-251
  Artem Artyukhov, Iurii Volk, Oleksandr Dluhopolskyi, Nadiia Artyukhova, Olena Zelikovska
- Towards the Information Technology for Online Citizen Services Detection and Assessment on E-Government National Portals 252-263
  Andrii Kopp, Oleksandr Chornenkyi
- Investigating E-Commerce Systems for Book Sales: From Theoretical Foundations to Software Development 264-274
  Valentyna Pleskach, Yaroslav Kryvolapov, Hlib Kryvolapov, Olena Zelikovska
- Features of the Practical Use of LLM for Generating Quiz 275-284
  Oleh Ilarionov, Hanna Krasovska, Iryna Domanetska, Olena Fedusenko

### Section 4: Network, Internet and Smart technologies

- System-Information Models of Digital Twins with Elements of Controlled Self-Organization 285-295
  Mykola Korablyov, Sergey Lutskyy, Anatolii Voronin, Ihor Ivanisenko
- Software Modeling and Implementation of Information Network for Smart Home Technology 296-310
  Juliy Boiko, Volodymir Druzhynin, Ilya Pyatin, Lesya Karpova
- Development of Relative Positioning Algorithms for Agricultural Drone Swarms in PGS-Challenged Environments 311-320
  Maksym Ogurtsov, Vyacheslav Korolyov, Oleksandr Khodzinsky, Oleh Rybalchenko
- Development of an Intelligent System With Fuzzy Logic for Indoor Microclimate Control 321-333
  Mykhailo Babenko, Yurii Babenko, Kateryna Yalova, Kyrylo Krasnikov, Viktor Bagriy
- Development of Project Management Models for Information Systems to Improve Website SEO Metrics 334-345
  Anna Kolomiiets, Ihor Miroshnychenko, Vadym Ziuziun, Tetiana Kmytiuk, Nataliia Datsenko,
- Optimization of Distributed File Placement Registrations on a Computer Network 346-360
  Yevhen Davydenko, Hlib Horban, Alyona Shved, Kateryna Antipova
- Graph Databases in Electronic Communications Network: Assessment Based on Query Execution Time 361-374
  Oksana Herasymenko, Anna Ivanytska
- Structuring Management Tasks in the Telecommunication Network Management System 375-386
  Yuri Samokhvalov, Eduard Bovda, Sergey Liubarskyi

### Section 5: Software Engineering, Data Structures and Computing

- Enhancing Object Detection and Classification in High-Resolution Images Using Sahi Algorithm and Modern Neural Networks 387-403
  Oleksii Bychkov, Kateryna Merkulova, Yelyzaveta Zhabska, Andrii Yaroshenko
- Information System for Air Quality Assessment and Data Processing: Design and Implementation 404-418
  Volodymyr Hnatushenko, Tetiana Bulana, Igor Gomilkо, Bohdan Molodets, Daniil Boldyriev
- Geometric Fractals' Constructive-Synthesizing Models Using Ontological Means 419-431
  Olena Kuropiatnyk, Viktor Shynkarenko, Larysa Zhuchyi, Maria Lyakhova
- Segmentation of the Chorus of the Eye Fund in A Digital Image 432-441
  Inna Balanovych, Maksim Tkachenko, Volodymyr Petrivskyi, Oleksii Ivanchenko
- On Supervising and Coordinating Microservices Within Web Applications on the Basis of State Machines 442-454
  Oleksiy Oletsky, Vitalii Moholivskyi
- Analysis of The Accuracy of Simulating the Human Eye Movement System Based on Volterra Models 455-465
  Vitaliy Pavlenko, Denys Lukashuk
- On the Cofinality Property in The Context of the Hierarchy of Decreasing Church-Rosser Abstract Rewriting Systems 466-479
  Ievgen Ivanov
- Mathematical Model of a Text Document with Consideration of Time for Search Algorithm 480-489
  Iryna Yurchuk, Kseniia Dukhnovska, Oksana Kovtun, Anna Martsafei, Anastasiia Kushnir
- Methods of Decomposition Theory and Graph Labeling in the Study of Social Network Structure 490-499
  Leonid Hulianytskyi, Marina Semeniuta, Serhii Yakymenko

### Short Papers

- Implementation and Comparison of Hash-Function Based Multi-Time Digital Signature Protocols 500-506
  Anatoly Anisimov, Oleksii Bashuk

2024-01-13: submitted by Vitaliy Snytyuk, metadata incl. bibliographic data published under Creative Commons CC0
2025-02-01: published on CEUR Workshop Proceedings (CEUR-WS.org, ISSN 1613-0073) |valid HTML5|