| Vol-4013 urn:nbn:de:0074-4013-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).

# ICyberPhyS 2025
Intelligent & CyberPhysical Systems 2025

### Proceedings of the 2nd International Workshop on Intelligent & CyberPhysical Systems (ICyberPhyS 2025)

### Khmelnytskyi, Ukraine on July 4, 2025.

Edited by

### Tetiana Hovorushchenko *
Oleg Savenko *
Peter T. Popov **
Sergii Lysenko *

* Khmelnytskyi National University, Computer Engineering & Information Systems Department, Khmelnytskyi, Ukraine
** City University of London, Centre for Software Reliability, London, Great Britain

## Table of Contents

- Preface
  Summary: There were 51 papers submitted for peer-review to this workshop. Out of these, 21 papers were accepted for this volume, all 21 as regular papers.
- Committees
- Organizer and Partners

### Intelligent & CyberPhysical Systems

- Improving energy efficiency in smart building using deep reinforcement learning control strategy 1–14
  Oleksandr Vyshnevskyy, Liubov Zhuravchak, Vitaliy Yakovyna
- Inclusion parameters estimation using INBEM and CNNs with gradient-based feature extraction 15–27
  Roman Havdulskyi, Liubov Zhuravchak, Vitaliy Yakovyna
- Nonparametric data recovery in IoT sensor networks based on a priori density 28–46
  Viacheslav Kovtun
- Modelling the process of forming the intelligent systems design quality 47–61
  Alona Kudriashova, Iryna Pikh, Vsevolod Senkivskyy, Vitaly Levashenko, Myroslava Kadyliak, Oleksii Bilyk
- Structures of CRM Systems 62–71
  Oleksandr Tymchenko, Bohdana Havrysh, Miroslav Kvassay, Volodymyr Chorniak
- Implementation of transformer model for natural language to SQL query translation 72–85
  Kateryna Yalova, Mykhailo Babenko, Kseniia Yashyna, Artem Boyarchuk
- Digital method of analyzing color parameters during PDF document verification 86–96
  Tetyana Holubnyk, Myroslava Dubnevych, Artem Boyarchuk
- Module for the analysis of digital skin images aimed at early diagnosis of dermatological conditions based on deep learning methods 97–110
  Vasyl Teslyuk, Olha Narushynska, Maxym Arzubov, Тetiana Martyniuk, Тetiana Trachuk
- Hybrid model for predicting and correcting readings of the helicopter turboshaft engines gas temperature sensor using neural networks and CPS infrastructure 111–128
  Serhii Vladov, Anatoliy Sachenko, Victoria Vysotska, Nataliia Vladova, Viktor Ostroverkhov
- Method for automated checking legal eligibility of integrated environmental permit 129–142
  Alla Herts, Andrii Ostrovskyi, Tetiana Hovorushchenko, Yurii Voichur, Viktor Lysak
- Smart emergency heart project: campus network of WearOS smartwatches connected via Firebase database 143–153
  Dmytro Zubov, Vitaly Levashenko, Andrey Kupin, Nurlan Shaidullaev
- Modelling and analysis of ultraviolet radiation data in cyber-physical monitoring systems 154–164
  Vasyl Teslyuk, Artem Kazarian, Iryna Gado, Solomiia Zhuromska
- Anomaly-based detection of DDoS attacks in encrypted network traffic using autoencoder neural networks 165–173
  Sergii Danchuk, Andrii Nicheporuk, Oksana Yashyna, Tomas Sochor
- A statistical method for real-time intrusion detection and response in ZigBee networks 174–188
  Mykola Stetsiuk, Yurii Klots, Victor Cheshun, Abdel-Badeeh M. Salem
- Method of adaptive Barker-like protection, coding and data transmission 189–197
  Oleg Riznyk, Yurii Kynash, Evgeny Savelov, Evgeny Matviychuk, Abdel-Badeeh M. Salem
- A model for probabilistic monitoring and proactive restart of real-time operating systems under intensive state changes in cyber-physical systems 198–210
  Oleksandr Kozelskyi, Andriy Drozd, Bohdan Savenko, Piotr Gaj
- Using artificial intelligence in the context of buffer overflow vulnerabilities 211–220
  Oleh Savenko, Yevhenii Sierhieiev, Piotr Gaj, Jiri Balej
- Increase the reliability of the device when duplicating the functions of individual nodes 221–233
  Andriy Sverstiuk, Taras Dubynyak, Petro Mykulyk, Volodymyr Nevozhai, Oles Hospodarskyy
- Mathematical model of the cloud infrastructure life cycle 234–249
  Sergii Lysenko, Oleh Bondaruk, Oleksii Bondar, Liudmyla Koretska, Tomas Sochor
- Method of local UAV navigation using neural networks 250–257
  Olga Pavlova, Dmytro Denysiuk, Andrii Harmatiuk, Andrii Kuzmin, Houda EL Bouhissi
- Optimizing form of a piezoelectric transformer 258–267
  Andriy Sverstiuk, Iryna Belyakova, Vadim Piscio, Volodymyr Medvid, Oles Hospodarskyy

2025-08-06: submitted by Sergii Lysenko, metadata incl. bibliographic data published under Creative Commons CC0
2025-08-25: published on CEUR Workshop Proceedings (CEUR-WS.org, ISSN 1613-0073) |valid HTML5|