| Vol-3974 urn:nbn:de:0074-3974-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).

# YAISD-WS 2025
YAISD Workshops 2025

### Joint Proceedings of the Workshops "AI for Environmental and Social Sustainability Workshop" and "AI and Interdisciplinary Innovations for Sustainable Development" (YAISD-WS 2025)
co-located with Second International Conference of Young Scientists on Artificial Intelligence for Sustainable Development (YAISD 2025)

### Ternopil-Skomorochy, May 8-9, 2025.

Edited by

### Oleh Pitsun **
Mykola Dyvak*

* West Ukrainian National University, Ternopil, Ukraine

## Table of Contents

- Preface
  Summary: There were 55 papers submitted for peer-review to this conference. Out of these, 32 papers were accepted for this volume, 22 as regular papers and 10 as short papers.

### WS 1: AI for Environmental and Social Sustainability Workshop

#### Section WS1-1 - Sustainable development through the synergy of AI, ecology and innovation

- Establishing Patterns of the Urban Transport Flows on Clustering Analysis 1-9
  Vitaliy Pavlyshyn, Oleksander Ryzhanskyi, Eduard Manziuk, Pavlo Radiuk, Oleksander Barmak, Iurii Krak
- Application of Machine Learning for Water Pollution Monitoring 10-17
  Leonid Bytsyura, Lesia Dubchak, Baran Anzhelika, Maksym Palka, Nazar Vivchar
- AI‑Driven Traffic Signal Control System to Reduce CO2 Emissions 18-27
  Oleksander Ryzhanskyi, Vitaliy Pavlyshyn, Pavlo Radiuk, Eduard Manziuk, Oleksander Barmak, Iurii Krak
- A Framework Model for Evaluating Smart City Implementation Through the Lens of Sustainable Development 28-39
  Ruslan Shevchuk, Larysa Khokhlova, Nadiia Dzhugla, Vladyslav Paiuk, Olha Kovalchuk, Anhelina Banakh
- Assessment of the Potential and Forecasting by Carbon Sequestration in Agricultural Crops Using Artificial Intelligence 40-49
  Ivan Senyk, Olena Borysiak, Yurii Semenenko, Kateryna Pryshliak, Nina Petrukha, Olena Pavlova
- Review of GIS Architecture for Environmental Monitoring: from Standalone Monoliths to AI-Ready Systems 50-62
  Vasyl Faifura, Volodymyr Manzhula, Andriy Tsiaputa, Mykola Striletskyi, Yuriy Franko
- Intelligent Sensor Data Processing Algorithm for Mobile Robot Stabilization 63-73
  Dmytro Panchak, Vasyl Koval
- Concept of an Adaptive IoT Platform for Smart Cities 74-87
  Ivan Tsiupa, Oleksandr Osolinskyi, Oleh Makara, Dmytro Diuh, Andriy Semeshkin
- Modeling the Biogas Production Process in Biogas Plants Using Regression Analysis 88-95
  Mykola Dyvak, Maksym Pasichnyk, Andriy Melnyk, Nataliia Petryshyn, Artur Rot, Roman Pasichnyk
- Analysis and Comparison of Modern CNN Architectures for Wood Defect Detection 89-99
  Semen Kovalskyi, Vasyl Koval
- Modeling Vegetation Index Dynamics in GIS Based on Remote Observations 100-106
  Roman Pasichnyk, Ludmila Babala, Mykhaylo Machulyak, Yurii Yakymenko
- Real-time method of detection wood defects using YOLOv8 model 107-115
  Vitalii Tkachuk, Sava Kostiuk, Olga Pavlova, Vitalii Alekseiko, Mariia Kostiuk

#### Section WS1-2 - Innovative applications of AI to enhance social sustainability

- Network Visualization of Criminal Co-offending Patterns Using GPT-4: Analysis of Social Connections in Organized Crime 108-118
  Olha Kovalchuk, Serhiy Banakh, Nadiya Khoma, Sofiia Chudyk, Mariia Masonkova, Solomia Savrii
- Fuzzy Compliance Risk Monitoring System 109-119
  Nadiia Vasylkiv, Mykhailo Luchko, Oleh Boberskyy, Mykhailo Khliboyko
- Development and Evaluation of an Adaptive Routing Algorithm for C2C Logistics 110-118
  Danylo Kovalenko, Iryna Zamrii
- Сan Artificial Intelligence help to identify privacy paradox: case of CBDC 119-132
  Viktor Koziuk, Nataliia Dziubanovska, Ivan Tsegelnyy
- Context-Based Higher-Order Relation-Aware Denoising GNN for Recommendations 133-144
  Haijun Liu
- Application of Machine Learning and Recommendation Systems for Analyzing User Sentiments on Social Media and Identifying Socially Significant Topics 145-154
  Mykola Brych, Lesia Brych, Zoriana Dvulit, Tetiana Helzhynska, Oleksandra Hotra
- Analysis of key parameters for choosing a kind of sport based on human morphofunctional indicators using statistical and machine learning methods 155-164
  Olga Pavlova, Vitalii Alekseiko, Valeriia Shvaiko, Nikita Vusatyi, Houda El Bouhissi, Roman Gakh

### WS 2: Workshop on AI and Interdisciplinary Innovations for Sustainable Development

#### Section WS2-1 - Transparency in Human-AI Interaction

- Web-Oriented Application for Student Attendance Accounting with a Module for Automatic Parsing of Class Schedules 165-174
  Yurii Huk, Libor Dostalek, Jan Owedyk, Hamlet Harutyunyan, Andriy Yushko
- NetTimeFormer: An Easily Deployable Network Traffic Prediction Model 175-184
  Licheng Zhou
- Method for Determining the Sentiment of Foreign News about Ukraine 185-195
  Khrystyna Lipianina-Honcharenko, Ihor Ihnatiev, Gena Boguta, Tetiana Drakokhrust, Mykola Telka
- Emotion-Based Voice Control for IoT: Enhancing Smart Device Interaction with Speech Emotion Classification 196-203
  Ihor Shevhuk, Iryna Dumyn
- Intelligent Methods and Means of Supporting User-System Interaction Based on its Pattern Analysis 204-217
  Myroslav Komar, Vladyslav Poidych, Viktor Fedorovych, Tetiana Nadvynychna, Vadym Vitenko
- Adaptive Influence Diffusion Graph Neural Networks for Recommendation 205-215
  Zhiyong Hu, Tao Shang
- Prospects for using artificial intelligence in interpreting the study of student’s values 216-223
  Anatolii V. Furman, Anatolii A. Furman, Oksana Furman, Arsen Lypka
- Comparative analysis of the value-semantic sphere of Ukrainian volunteers using AI 225-234
  Oleh Pitsun, Yaroslav Dykyi, Maria Lysyk, Anastasiia Sobchak, Hanna Poperechna, Olena Konoplitska
- Analysis of state register data to identify anomalies and corruption threats in tenders and procurements 235-243
  Kyrylo Chornyi, Galina Shilo, Anastasiia Lebedieva-Dychko

#### Section WS2-2 - AI in IT systems for sustainable development: infrastructure, automation

- AI-powered information system for regional water and soil monitoring 244-254
  Vasyl Morokhovych, Olexander Levchuk, Bohdan Morokhovych, Valentyn Riabinchak, Vasylyna Leheta
- Improving the quality of biomedical images using neural networks 255-262
  Petro Liashchynskyi, Vadym Fayerchuk, Bohdan Halunka, Vadym Nadvynychnyy, Liudmyla Savanets
- Automatic Generation of Test Tasks Using ChatGPT API 263-271
  Andriy Melnyk, Vasyl Tymchyshyn, Andriy Pukas, Liubomyr Matiichuk, Iurii Shcherbiak, Tetiana Yurchyshyn, Tiande Pan
- The role of digital influence in the transformation of human capital in the agrosphere 272-280
  Olena Ptashchenko, Fedir Tkachyk, Bohdana Shuliuk, Ihor Krysovatyy, Kateryna Korsunova

2025-05-31: submitted by Oleh Pitsun, metadata incl. bibliographic data published under Creative Commons CC0
2025-06-12: published on CEUR Workshop Proceedings (CEUR-WS.org, ISSN 1613-0073) |valid HTML5|