Research Publications

Methods of collection, recognition and processing of images obtained using UAVs for detection of specified objects

Oleksandr Melnychenko

Criticality Assessment of Wind Turbine Defects via Multispectral UAV Fusion and Fuzzy Logic

Serhii Svystun, Lukasz Scislo, Michal Pawlik, Oleksandr Melnychenko, Pavlo Radiuk, Oleg Savenko, Anatoliy Sachenko

Energies 18(17), 4523

DyTAM: Accelerating Wind Turbine Inspections with Dynamic UAV Trajectory Adaptation

Oleksandr Melnychenko, Lukasz Scislo, Oleg Savenko, Anatoliy Sachenko, Pavlo Radiuk

Energies 18(7), 1823

Intelligent Integrated System for Fruit Detection Using Multi-UAV Imaging and Deep Learning

Oleksandr Melnychenko, Lukasz Scislo, Oleg Savenko, Anatoliy Sachenko, Pavlo Radiuk

Sensors 24(6), 1913

Thermal and RGB Images Work Better Together in Wind Turbine Damage Detection

Serhii Svystun, Oleksandr Melnychenko, Pavlo Radiuk, Oleg Savenko, Anatoliy Sachenko, Andrii Lysyi

International Journal of Computing 23(4), 526-535

Precision Slicing for Enhanced Defect Detection in High-Resolution Wind Turbine Blade Imagery

Serhii Svystun, Oleksandr Melnychenko, Pavlo Radiuk, Oleg Savenko, Anatoliy Sachenko

ICyberPhyS 2024

Distributed Intelligent System Architecture for UAV-Assisted Monitoring of Wind Energy Infrastructure

Serhii Svystun, Oleksandr Melnychenko, Pavlo Radiuk, Oleg Savenko, Andrii Lysyi

AdvAIT 2024

Apple Detection with Occlusions Using Modified YOLOv5-v1

Oleksandr Melnychenko, Oleg Savenko, Pavlo Radiuk

IEEE IDAACS 2023

A Self-Organized Automated System to Control Unmanned Aerial Vehicles for Object Detection

Oleksandr Melnychenko, Oleg Savenko

IntelITSIS 2023

YOLO Ensemble for UAV-based Multispectral Defect Detection in Wind Turbine Components

Serhii Svystun, Pavlo Radiuk, Oleksandr Melnychenko, Oleg Savenko, Anatoliy Sachenko

arXiv:2509.04156

Method of UAV Inspection of Photovoltaic Modules Using Thermal and RGB Data Fusion

Andrii Lysyi, Anatoliy Sachenko, Pavlo Radiuk, Mykola Lysyi, Oleksandr Melnychenko, Diana Zahorodnia

arXiv:2512.06504

Dynamic Trajectory Adaptation for Efficient UAV Inspections of Wind Energy Units

Oleksandr Melnychenko, Serhii Svystun, Pavlo Radiuk, Oleg Savenko, Anatoliy Sachenko

arXiv:2411.17534

Towards Transparent AI in Medicine: ECG-Based Arrhythmia Detection with Explainable Deep Learning

Pavlo Radiuk, Liliana Klymenko, Iurii Krak

Technologies 13(1), 34

Method of Adaptive Knowledge Distillation from Multi-Teacher to Student Deep Learning Models

Pavlo Radiuk, Oleksandr Chaban, Eduard Manziuk

Journal of Edge Computing 4(2), 159-178

Explainable Deep Learning: A Visual Analytics Approach with Transition Matrices

Pavlo Radiuk, Oleksander Barmak, Eduard Manziuk, Iurii Krak

Mathematics 12(7), 1024

Toward Explainable Deep Learning in Healthcare through Transition Matrix and User-Friendly Features

Pavlo Radiuk, Oleksander Barmak, Iurii Krak, Sergiy Yakovlev, Eduard Manziuk, Vladislav Kuznetsov

Frontiers in Artificial Intelligence 7

An Adaptive Machine Learning Approach to Sustainable Traffic Planning: High-Fidelity Pattern Recognition in Smart Transportation Systems

Oleksander Barmak, Pavlo Radiuk, Eduard Manziuk, Iurii Krak

Future Transportation 5(4), 152

Unsupervised Knowledge Extraction of Distinctive Landmarks from Earth Imagery Using Deep Feature Outliers for Robust UAV Geo-Localization

Pavlo Radiuk, Zakhar Ostrovskyi, Oleksander Barmak, Iurii Krak

Machine Learning and Knowledge Extraction 7(3), 81

Hierarchical Deep Learning Model for Identifying Similar Targets in UAV Imagery

Serhii Svystun, Oleksandr Melnychenko, Pavlo Radiuk, Oleg Savenko, Anatoliy Sachenko, Andrii Lysyi

Drones 9(11), 743

Explainable Deep Learning for Interpretable Brain Tumor Diagnosis from MRI Images

Pavlo Radiuk, Oleksander Barmak, Iurii Krak

ICAART 2024

ECG Arrhythmia Classification and Interpretation using Convolutional Networks for Intelligent IoT Healthcare System

Pavlo Radiuk, Oleksii Kovalchuk, Olexander Barmak, Iurii Krak

ICyberPhyS 2024

Robust R-peak Detection using Deep Learning based on Integrating Domain Knowledge

Pavlo Radiuk, Oleksander Barmak, Iurii Krak

IEEE IDAACS 2023

A Novel Feature Vector for ECG Classification using Deep Learning

Pavlo Radiuk, Oleksander Barmak, Iurii Krak

IntelITSIS 2023

An Ensemble Machine Learning Approach for Twitter Sentiment Analysis

Pavlo Radiuk, Oleksander Barmak

COLINS 2022

Convolutional Neural Network for Parking Slots Detection

Pavlo Radiuk, Houda El Bouhissi

IntelITSIS 2022

Detection of Early Pneumonia on Individual CT Scans with Dilated Convolutions

Pavlo Radiuk, Iurii Krak, Oleksander Barmak

IDDM 2021

Applying 3D U-Net Architecture to the Task of Multi-Organ Segmentation in Computed Tomography

Pavlo Radiuk

Applied Computer Systems 25(2)

Feature Computation Procedure for Fake News Detection: An LLM-Based Extraction Approach

Pavlo Radiuk, Andrii Shupta, Iurii Krak

IntelITSIS 2025