Research Publications
AI, computer vision and data security research by Oleksandr Melnychenko and Pavlo Radiuk. Method summaries, evaluation context and links to original publications.
All Publications49Publications
25Journal Articles
22Conference Papers
All Publications
Found 43 of 49 publications
Routing Multimedia Objects Based on Input Feature Compatibility
Computer Systems and Information Technologies · 3, 109-114MultimediaFile ValidationInput CompatibilityProcessing Pipelines
CARDIA-X: Global Semantic Transition and Rough-Set Rules for Auditable Post Hoc Electrocardiographic Explainability
AI 7(9), 376ECGExplainable AIRough SetsResearch Audit
A Method for Customer Review Sentiment Analysis Based on Hybrid Classification Models to Automate Feedback in IT Project Management
Measuring and Computing Devices in Technological Processes · 3, 487-496Sentiment AnalysisCustomer FeedbackHybrid ClassificationNLP
A Geo-consistent Weather Augmentation Method for Improving UAV Localization Robustness under Adverse Meteorological Conditions
Journal of Intelligent & Robotic SystemsUAVVisual LocalizationWeather AugmentationDomain Shift
SEMTRA: Global Semantic Transition and Rough-Set Rules for Auditable Post-Hoc Explainability
Machine Learning and Knowledge Extraction 8(7), 181Explainable AIRough SetsSemantic AttributesResearch Audit
WEDD-RST: An interpretive approach to detecting defects in photovoltaic panels in cyber-physical systems
Innovative Technologies and Scientific Solutions for Industries · 2(36), 153-172PhotovoltaicExplainable AIRough SetsSCADA
CLARA: Cross-View Landmark Acquisition, Retrieval, and Anchoring as an Edge-Deployed Visual Trigger for Loosely Coupled UAV Navigation
Research SquareUAVVisual LocalizationEdge ComputingNavigation
Automated Synthesis of Hierarchical Deep Learning Cascades for Identifying Visually Similar Objects in UAV Imagery
Technologies 14(6), 360Deep LearningHierarchical ClassificationUAVComputer Vision
Equivariant Transition Matrices for Explainable Deep Learning: A Lie Group Linearization Approach
Machine Learning and Knowledge Extraction 8(4), 92Explainable AITransition MatricesLie GroupsDeep Learning
Architecture of cyberphysical systems for UAV-based late-fusion defect detection in photovoltaic modules
Innovative Technologies and Scientific Solutions for Industries · 1(35), 79-99PhotovoltaicCyber-Physical SystemsImage FusionSCADA+1
Intelligent Information System for Knowledge Integration into Artificial Intelligence Models
AdvAIT 2025 · CEUR Workshop Proceedings 4163Medical ImagingKnowledge IntegrationCardiac MRIInteroperability
Verifiable by Construction: Evidence-Anchored LLMs for Explainable Fake News Detection
ExplAI 2025 · CEUR Workshop Proceedings 4141Fake NewsLLMExplainable AIEvidence Verification
Method for Interpreting Fake News Detection Results Using Large Language Model
Herald of Khmelnytskyi National University. Technical Sciences 359(6.2), 149-156Fake NewsExplainable AILLMHuman Review
Method of UAV-Based Inspection of Photovoltaic Modules Using Thermal and RGB Data Fusion
Radioelectronic and Computer Systems 2025(4), 186-205PhotovoltaicSolar PanelsUAV InspectionThermal Imaging+1
YOLO Ensemble for UAV-based Multispectral Defect Detection in Wind Turbine Components
IDAACS 2025YOLOEnsemble LearningMultispectralWind Turbine+2
AI-Driven Traffic Signal Control System to Reduce CO2 Emissions
YAISD-WS 2025 · CEUR Workshop Proceedings 3974Traffic ControlReinforcement LearningSustainabilitySimulation
Enhanced fire hazard detection in solar power plants: an integrated UAV, AI, and SCADA-based approach
Radioelectronic and Computer Systems 2025(2), 99-117PhotovoltaicFire SafetySCADAUAV+1
Determining the Criticality Assessment of Defects on Wind Turbine Components Detected by UAV Sensors
IntelITSIS 2025 · CEUR Workshop Proceedings 3963Wind TurbineDefect DetectionUAVCriticality Assessment
EMTKD at the Edge: An Adaptive Multi-Teacher Knowledge Distillation for Robust Cardiac MRI Classification
doors 2025 · CEUR Workshop Proceedings 3943Knowledge DistillationCardiac MRIEdge ComputingDomain Adaptation
Criticality Assessment of Wind Turbine Defects via Multispectral UAV Fusion and Fuzzy Logic
Energies 18(17), 4523Wind TurbineDefect DetectionMultispectralUAV+2
DyTAM: Accelerating Wind Turbine Inspections with Dynamic UAV Trajectory Adaptation
Energies 18(7), 1823Wind TurbineUAVTrajectory AdaptationDynamic Inspection+1
Towards Transparent AI in Medicine: ECG-Based Arrhythmia Detection with Explainable Deep Learning
Technologies 13(1), 34ECGArrhythmiaExplainable AICNN+2
Method of Adaptive Knowledge Distillation from Multi-Teacher to Student Deep Learning Models
Journal of Edge Computing 4(2), 159-178Knowledge DistillationMulti-TeacherDeep LearningModel Compression+1
Unsupervised Knowledge Extraction of Distinctive Landmarks from Earth Imagery Using Deep Feature Outliers for Robust UAV Geo-Localization
Machine Learning and Knowledge Extraction 7(3), 81UAVGeo-LocalizationLandmark DetectionDeep Learning+1
Hierarchical Deep Learning Model for Identifying Similar Targets in UAV Imagery
Drones 9(11), 743UAVTarget IdentificationHierarchical LearningDeep Learning+1
Feature Computation Procedure for Fake News Detection: An LLM-Based Extraction Approach
IntelITSIS 2025Fake NewsLLMFeature ExtractionNLP+1
Dynamic Trajectory Adaptation for Efficient UAV Inspections of Wind Energy Units
DESSERT 2024UAVTrajectory PlanningWind EnergyDynamic Adaptation+1
Intelligent Integrated System for Fruit Detection Using Multi-UAV Imaging and Deep Learning
Sensors 24(6), 1913Fruit DetectionMulti-UAVDeep LearningYOLOv5+2
Thermal and RGB Images Work Better Together in Wind Turbine Damage Detection
International Journal of Computing 23(4), 526-535Wind TurbineThermal ImagingRGBImage Fusion+2
Precision Slicing for Enhanced Defect Detection in High-Resolution Wind Turbine Blade Imagery
ICyberPhyS 2024Wind TurbineDefect DetectionImage SlicingHigh Resolution+1
Distributed Intelligent System Architecture for UAV-Assisted Monitoring of Wind Energy Infrastructure
AdvAIT 2024Distributed SystemsUAVWind EnergyInfrastructure Monitoring+1
Explainable Deep Learning: A Visual Analytics Approach with Transition Matrices
Mathematics 12(7), 1024Explainable AIVisual AnalyticsTransition MatricesDeep Learning+1
Toward Explainable Deep Learning in Healthcare through Transition Matrix and User-Friendly Features
Frontiers in Artificial Intelligence 7, 1482141Explainable AIHealthcareDeep LearningUser-Friendly+1
Explainable Deep Learning for Interpretable Brain Tumor Diagnosis from MRI Images
ISDMCI 2024Brain TumorMRIExplainable AIMedical Imaging+1
Methods of collection, recognition and processing of images obtained using UAVs for detection of specified objects
UAVObject DetectionDeep LearningImage Processing+1
Apple Detection with Occlusions Using Modified YOLOv5-v1
IEEE IDAACS 2023Apple DetectionYOLOv5OcclusionObject Detection+1
A Self-Organized Automated System to Control Unmanned Aerial Vehicles for Object Detection
IntelITSIS 2023UAVSelf-Organized SystemsAutomated ControlObject Detection
Robust R-peak Detection using Deep Learning based on Integrating Domain Knowledge
IDDM 2023ECGR-peak DetectionDeep LearningDomain Knowledge+1
A Novel Feature Vector for ECG Classification using Deep Learning
IntelITSIS 2023ECGFeature VectorDeep LearningClassification+1
An Ensemble Machine Learning Approach for Twitter Sentiment Analysis
COLINS 2022Sentiment AnalysisTwitterEnsemble LearningNLP+1
Convolutional Neural Network for Parking Slots Detection
IntelITSIS 2022Parking DetectionCNNComputer VisionSmart Cities+1
Detection of Early Pneumonia on Individual CT Scans with Dilated Convolutions
IntelITSIS 2021PneumoniaCT ScanDilated ConvolutionsMedical Imaging+1
Applying 3D U-Net Architecture to the Task of Multi-Organ Segmentation in Computed Tomography
Applied Computer Systems 25(1), 43-503D U-NetOrgan SegmentationCTMedical Imaging+1