Curriculum vitae

Industry

1. Sep 2022 – Oct 2023

   Data Scientist

   International e-commerce client (via Nolt Technologies), Khmelnytskyi, Ukraine

   Remote engagement delivered through Nolt Technologies.

2. Sep 2022 – present

   Data Scientist (advisory)

   Nolt Technologies, Khmelnytskyi, Ukraine

3. 2019 – 2020

   Business & Data Analyst

   MEDICA.TEC, Khmelnytskyi, Ukraine

   Business and data analysis for a medical-technology company.

4. Mar 2018 – Apr 2019

   Data Analyst / Business Analyst

   NGO ASTAR (Sustainable Development Agency ASTAR), Khmelnytskyi, Ukraine

Education

1. Sep 2025 – Aug 2027 (expected)

   D.Sc. (Doctor of Science, habilitation level), Information Technologies

   Khmelnytskyi National University, Khmelnytskyi

   Thesis: Theoretical and Applied Foundations of an Intelligent Information Technology for Interpreting Decisions Made by Artificial Intelligence Systems

   Prof. Oleksander Barmak (scientific consultant)

2. 2022

   Ph.D., Computer Science

   Khmelnytskyi National University, Khmelnytskyi

   Thesis: Information Technology for the Early Diagnosis of Pneumonia by Individual Selection of the Parameters of a Classification Model for Medical Images of the Lungs

   Prof. Oleksander Barmak

3. 2017

   M.Sc., Mathematical and Computer Modelling

   Khmelnytskyi National University, Khmelnytskyi; with distinction

   Thesis: Optimisation of Filter Size Distribution in Convolutional Neural Networks for Classification Problems

Research projects

1. Sep 2024 – Aug 2026

   Intelligent System for Recognising Defects of Green-Energy Objects Using UAVs

   State-funded research and development, 0124U004665 · Researcher (executor)

2. May 2024 – Apr 2028

   Ukraine towards Carbon Neutrality (U_CAN)

   Horizon Europe, EU Mission for Climate-Neutral and Smart Cities, 101148374 · Researcher; technical lead, Khmelnytskyi traffic pilot

Publications

38 journal articles, 34 conference papers and 2 book chapters. Google Scholar: 1,158 citations, h-index 17; Scopus: h-index 10. The full list is on the publications page. Selected:

1. CARDIA-X: Global Semantic Transition and Rough-Set Rules for Auditable Post Hoc Electrocardiographic Explainability

   P. Radiuk, O. Barmak, L. Klymenko, I. Krak

   AI 7(9):376, 2026.

   DOI · PDF · Code

2. Equivariant Transition Matrices for Explainable Deep Learning: A Lie Group Linearization Approach

   P. Radiuk, O. Barmak, L. Bedratyuk, I. Krak

   Machine Learning and Knowledge Extraction 8(4):92, 2026.

   DOI · PDF · Code

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

   P. Radiuk, B. Rusyn, O. Melnychenko, T. Perzynski, A. Sachenko, S. Svystun^{† (mentored researcher)}, O. Savenko

   Energies 18(17):4523, 2025.

   DOI · PDF

4. Hierarchical Deep Learning Model for Identifying Similar Targets in UAV Imagery

   D. Borovyk^{† (mentored researcher)}, O. Barmak, P. Radiuk, I. Krak

   Drones 9(11):743, 2025.

   DOI · PDF

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

   O. Melnychenko, L. Scislo, O. Savenko, A. Sachenko, P. Radiuk

   Sensors 24(6):1913, 2024.

   DOI · PDF

6. Impact of Training Set Batch Size on the Performance of Convolutional Neural Networks for Diverse Datasets

   P. Radiuk

   Information Technology and Management Science 20(1), 2017.

   DOI

Awards

• 2022–2024

  Scholarship of the Cabinet of Ministers of Ukraine for Young Scientists

  Committee on State Prizes of Ukraine in Science and Technology

• 2023

  Best Paper Award for Ukrainian authors

  12th IEEE International Conference on Intelligent Data Acquisition and Advanced Computing Systems (IDAACS-2023)

Service

Peer review

450+ reviews for journals and conferences

Programme committees

International Conference on Database and Expert Systems Applications (DEXA) (2024–2026); MobiWis (2026); International Conference on Web Information Systems Engineering (WISE) (2024, 2026)

Conference reviewing

IEEE International Conference on Advanced Computer Information Technologies (ACIT) (2026); International Workshop on Advanced Applied Information Technologies (AdvAIT) (2024); APWeb-WAIM (2026); ICST (2024); International Workshop on Intelligent & CyberPhysical Systems (ICyberPhyS) (2024–2025); IEEE International Conference on Intelligent Data Acquisition and Advanced Computing Systems: Technology and Applications (IDAACS) (2025); International Conference on Informatics & Data-Driven Medicine (IDDM) (2022–2024); International Workshop on Intelligent Information Technologies & Systems of Information Security (IntelITSIS) (2022–2026); International Scientific Symposium "Intelligent Solutions" (IntSol) (2025); International Conference on Web Information Systems Engineering (WISE) (2025); YAISD (2025–2026)

Editorial

Volume Editor, CEUR Workshop Proceedings, Vol. 4141 (ExplAI-2025) (2025); Editorial Board Member and Handling Editor, Journal of Intelligent & Fuzzy Systems (2023–2024); Guest Editor, Sustainability (MDPI) (2024–2026)

Organising

Organising Committee member, Workshop on Advanced AI in Explainability and Ethics for the Sustainable Development Goals (ExplAI) (2025–2026); Lead organiser, International conference "Reducing CO₂ Emissions in Ukrainian Cities: Pathways to Climate Neutrality" (Horizon Europe U_CAN), Khmelnytskyi National University (2026)

Dissertation councils

Reviewer, two one-off specialised academic councils for Ph.D. defences, Khmelnytskyi National University (2026); Official Opponent, Ph.D. defence, Ternopil Ivan Puluj National Technical University (2026)