ОСНОВНІ ПУБЛІКАЦІЇ У ПРОВІДНИХ НАУКОВИХ ЖУРНАЛАХ

  • P. Radiuk, O. Barmak, L. Klymenko, and I. Krak, “CARDIA-X: Global Semantic Transition and Rough-Set Rules for Auditable Post Hoc Electrocardiographic Explainability,” AI, vol. 7, no. 9, Art. no. 376, 2026. doi: 10.3390/ai7090376. (Scopus, Q2; Web of Science, Q1; SJR, Q1).
  • V. Vozniak, O. Barmak, P. Radiuk, and I. Krak, “A Geo-consistent Weather Augmentation Method for Improving UAV Localization Robustness under Adverse Meteorological Conditions,” Journal of Intelligent & Robotic Systems, early access, Sep. 9, 2026. doi: 10.1007/s10846-026-02454-1. (Scopus, Q1; Web of Science, Q3; SJR, Q1).
  • P. Radiuk, O. Barmak, and I. Krak, “SEMTRA: Global Semantic Transition and Rough-Set Rules for Auditable Post-Hoc Explainability,” Machine Learning and Knowledge Extraction, vol. 8, no. 7, Art. no. 181, Jun. 29, 2026. doi: 10.3390/make8070181. (Scopus, Q1; Web of Science, Q1; SJR, Q1).
  • D. Borovyk, O. Barmak, P. Radiuk, and I. Krak, “Automated Synthesis of Hierarchical Deep Learning Cascades for Identifying Visually Similar Objects in UAV Imagery,” Technologies, vol. 14, no. 6, Art. no. 360, Jun. 13, 2026. doi: 10.3390/technologies14060360. (Scopus, Q1; Web of Science, Q1; SJR, Q1).
  • P. Radiuk, O. Barmak, L. Bedratyuk, and I. Krak, “Equivariant Transition Matrices for Explainable Deep Learning: A Lie Group Linearization Approach,” Machine Learning and Knowledge Extraction, vol. 8, no. 4, Art. no. 92, Apr. 6, 2026. doi: 10.3390/make8040092. (Scopus, Q1; Web of Science, Q1; SJR, Q1).
  • O. Ryzhanskyi, O. Barmak, E. Manziuk, P. Radiuk, and I. Krak, “Topography-Aware Deep Reinforcement Learning with Contextual Reward Engineering for Sustainable and Efficient Urban Traffic Control,” Future Transportation, vol. 6, no. 2, Art. no. 82, Apr. 3, 2026. doi: 10.3390/futuretransp6020082. (Scopus, Q2; Web of Science, Q3; SJR, Q2).
  • V. Pavlyshyn, E. Manziuk, O. Barmak, P. Radiuk, and I. Krak, “An Adaptive Machine Learning Approach to Sustainable Traffic Planning: High-Fidelity Pattern Recognition in Smart Transportation Systems,” Future Transportation, vol. 5, no. 4, Art. no. 152, Oct. 28, 2025. doi: 10.3390/futuretransp5040152. (Scopus, Q2; Web of Science, Q3; SJR, Q2).
  • D. Borovyk, O. Barmak, P. Radiuk, and I. Krak, “Hierarchical Deep Learning Model for Identifying Similar Targets in UAV Imagery,” Drones, vol. 9, no. 11, Art. no. 743, Oct. 25, 2025. doi: 10.3390/drones9110743. (Scopus, Q1; Web of Science, Q2; SJR, Q1).
  • V. Vozniak, O. Barmak, and I. Krak, “Method for Matching Satellite and UAV Images for Visual Place Recognition with Cross-View Color Normalization,” Radioelectronic and Computer Systems, no. 3(115), pp. 150-165, 2025. doi: 10.32620/reks.2025.3.11. (Scopus, Q2; SJR, Q3).
  • Z. Ostrovskyi, O. Barmak, P. Radiuk, and I. Krak, “Unsupervised Knowledge Extraction of Distinctive Landmarks from Earth Imagery Using Deep Feature Outliers for Robust UAV Geo-Localization,” Machine Learning and Knowledge Extraction, vol. 7, no. 3, Art. no. 81, Aug. 13, 2025. doi: 10.3390/make7030081. (Scopus, Q1; Web of Science, Q1; SJR, Q1).
  • O. Kovalchuk, O. Barmak, P. Radiuk, L. Klymenko, and I. Krak, “Towards Transparent AI in Medicine: ECG-Based Arrhythmia Detection with Explainable Deep Learning,” Technologies, vol. 13, no. 1, Art. no. 34, Jan. 14, 2025. doi: 10.3390/technologies13010034. (Scopus, Q1; Web of Science, Q1; SJR, Q1).
  • O. Barmak, I. Krak, S. Yakovlev, E. Manziuk, P. Radiuk, and V. Kuznetsov, “Toward Explainable Deep Learning in Healthcare Through Transition Matrix and User-Friendly Features,” Frontiers in Artificial Intelligence, vol. 7, Art. no. 1482141, Nov. 25, 2024. doi: 10.3389/frai.2024.1482141. (Scopus, Q1; Web of Science, Q1; SJR, Q1).
  • P. Radiuk, O. Barmak, E. Manziuk, and I. Krak, “Explainable Deep Learning: A Visual Analytics Approach with Transition Matrices,” Mathematics, vol. 12, no. 7, Art. no. 1024, Mar. 29, 2024. doi: 10.3390/math12071024. (Scopus, Q1; Web of Science, Q1; SJR, Q2).
  • O. Melnychenko, L. Scislo, O. Savenko, A. Sachenko, and P. Radiuk, “Intelligent Integrated System for Fruit Detection Using Multi-UAV Imaging and Deep Learning,” Sensors, vol. 24, no. 6, Art. no. 1913, Mar. 16, 2024. doi: 10.3390/s24061913. (Scopus, Q1; Web of Science, Q2; SJR, Q1).
  • Krak and O. Barmak, “The Technique of Inverse Multidimensional Scaling for the Synthesis of Machine Learning Models,” Cybernetics and Systems Analysis, vol. 59, no. 5, pp. 725-732, 2023. doi: 10.1007/s10559-023-00608-9. (Scopus, Q3; Web of Science, Q4; SJR, Q3).
  • О. Калита, О. Бармак, П. Радюк, and Ю. Крак, “Facial Emotion Recognition for Photo and Video Surveillance Based on Machine Learning and Visual Analytics,” Applied Sciences, vol. 13, no. 17, Art. no. 9890, Aug. 31, 2023. doi: 10.3390/app13179890. (Scopus, Q1; Web of Science, Q2; SJR, Q2).
  • Ю. В. Крак and О. В. Бармак, “Методика інверсного багатовимірного шкалювання для синтезу моделей машинного навчання,” Кібернетика та системний аналіз, no. 5, pp. 46-54, 2023. URL: https://jnas.nbuv.gov.ua/article/UJRN-0001428121
  • Krak, O. Barmak, and E. Manziuk, “Using Visual Analytics to Develop Human and Machine-Centric Models: A Review of Approaches and Proposed Information Technology,” Computational Intelligence, vol. 38, no. 3, pp. 921-946, 2022. doi: 10.1111/coin.12289. (Scopus, Q1; Web of Science, Q3; SJR, Q2).
  • Krak, O. Barmak, and R. Bahrii, “Information Technology Augmentative and Alternative Communication Using Smart Mobile Devices,” Journal of Mobile Multimedia, vol. 17, no. 4, pp. 527-554, 2021. doi: 10.13052/jmm1550-4646.1743. (Scopus, Q1; SJR, Q2).
  • P. Radiuk, O. Barmak, and I. Krak, “An Approach to Early Diagnosis of Pneumonia on Individual Radiographs Based on the CNN Information Technology,” The Open Bioinformatics Journal, vol. 14, no. 1, pp. 93-107, 2021. doi: 10.2174/1875036202114010093. (Scopus, Q3; SJR, Q4).
  • E. A. Manziuk, W. Wójcik, O. V. Barmak, I. V. Krak, A. I. Kulias, V. A. Drabovska, V. M. Puhach, S. Sundetov, and A. Mussabekova, “Approach to Creating an Ensemble on a Hierarchy of Clusters Using Model Decisions Correlation,” Przegląd Elektrotechniczny, vol. 96, no. 9, pp. 108-113, 2020. doi: 10.15199/48.2020.09.23. (Scopus, Q4; SJR, Q4).
  • V. Krak, V. S. Kasianiuk, H. I. Kudin, O. V. Barmak, and E. A. Manziuk, “Multivariate Scaling of the Characteristic Features Based on Pseudo-Inverse Operations for Recognition Problems Solving,” Pattern Recognition and Image Analysis, vol. 30, no. 2, pp. 184-191, 2020. doi: 10.1134/S1054661820020078. (Scopus, Q3; Web of Science, Q4; SJR, Q3).
  • O. V. Barmak, Y. V. Krak, E. A. Manziuk, and V. S. Kasianiuk, “Information Technology of Separating Hyperplanes Synthesis for Linear Classifiers,” Journal of Automation and Information Sciences, vol. 51, no. 5, pp. 54-64, 2019. doi: 10.1615/JAutomatInfScien.v51.i5.50. (Scopus, Q3; SJR, Q4).
  • E. Manziuk, “Influence of Geometric Parameters of the Rotary Hook on Interaction of Its Elements in High-Speed Modes Sewing Machine,” International Journal of Clothing Science and Technology, vol. 30, no. 6, pp. 828-838, 2018. doi: 10.1108/IJCST-04-2018-0053. (Scopus, Q2; Web of Science, Q3; SJR, Q3).
  • E. A. Manziuk, O. V. Barmak, Y. V. Krak, and V. S. Kasianiuk, “Definition of Information Core for Documents Classification,” Journal of Automation and Information Sciences, vol. 50, no. 4, pp. 25-34, 2018. doi: 10.1615/JAutomatInfScien.v50.i4.30. (Scopus, Q3; SJR, Q4).
  • G. Kryvonos, I. V. Krak, O. V. Barmak, and A. I. Kulias, “Methods to Create Systems for the Analysis and Synthesis of Communicative Information,” Cybernetics and Systems Analysis, vol. 53, no. 6, pp. 847-856, 2017. doi: 10.1007/s10559-017-9986-7. (Scopus, Q3; Web of Science, Q4; SJR, Q3).
  • Ю. Г. Кривонос, Ю. В. Крак, О. В. Бармак, and А. І. Куляс, “Методи побудови систем аналізу та синтезу комунікаційної інформації,” Кібернетика та системний аналіз, no. 6, pp. 33-43, 2017.
  • G. Kryvonos, I. V. Krak, O. V. Barmak, and R. O. Bagriy, “Predictive Text Typing System for the Ukrainian Language,” Cybernetics and Systems Analysis, vol. 53, no. 4, pp. 495-502, 2017. doi: 10.1007/s10559-017-9951-5. (Scopus, Q3; Web of Science, Q4; SJR, Q3).
  • Ю. Г. Кривонос, Ю. В. Крак, О. В. Бармак, and Р. О. Багрій, “Предиктивна система набору тексту для української мови,” Кібернетика та системний аналіз, no. 4, pp. 3-11, 2017.
  • V. Krak, O. V. Barmak, R. A. Bagriy, and I. O. Stelya, “Text Entry System for Alternative Speech Communications,” Journal of Automation and Information Sciences, vol. 49, no. 1, pp. 65-75, 2017. doi: 10.1615/JAutomatInfScien.v49.i1.60. (Scopus, Q3; SJR, Q4).
  • G. Kryvonos, I. V. Krak, O. V. Barmak, and R. O. Bagriy, “New Tools of Alternative Communication for Persons with Verbal Communication Disorders,” Cybernetics and Systems Analysis, vol. 52, no. 5, pp. 665-673, 2016. doi: 10.1007/s10559-016-9869-3. (Scopus, Q3; Web of Science, Q4; SJR, Q3).
  • Ю. Г. Кривонос, Ю. В. Крак, О. В. Бармак, and Р. О. Багрій, “Нові засоби альтернативної комунікації для людей з обмеженими можливостями,” Кібернетика та системний аналіз, no. 5, pp. 3-13, 2016.
  • V. Krak, I. G. Kryvonos, O. V. Barmak, and A. S. Ternov, “An Approach to the Determination of Efficient Features and Synthesis of an Optimal Band-Separating Classifier of Dactyl Elements of Sign Language,” Cybernetics and Systems Analysis, vol. 52, no. 2, pp. 173-180, 2016. doi: 10.1007/s10559-016-9812-7. (Scopus, Q3; Web of Science, Q4; SJR, Q3).
  • Ю. В. Крак, Ю. Г. Кривонос, О. В. Бармак, and А. С. Тернов, “Підхід до визначення ефективних ознак та синтезу оптимального смугово-розділюючого класифікатора для елементів дактильно-жестового мовлення,” Кібернетика та системний аналіз, no. 2, pp. 3-10, 2016.
  • S. Tlebaldinova, Y. V. Krak, O. V. Barmak, and N. F. Denisova, “Localization and Recognition of Vehicle Number Plates by Means of the Method of Support Vector Machine and Histograms of Oriented Gradients,” Journal of Automation and Information Sciences, vol. 47, no. 10, pp. 24-31, 2015. doi: 10.1615/JAutomatInfScien.v47.i10.30. (Scopus, Q3; SJR, Q4).
  • G. Kryvonos, I. V. Krak, O. V. Barmak, A. S. Ternov, and V. O. Kuznetsov, “Information Technology for the Analysis of Mimic Expressions of Human Emotional States,” Cybernetics and Systems Analysis, vol. 51, no. 1, pp. 25-33, 2015. doi: 10.1007/s10559-015-9693-1. (Scopus, Q3; Web of Science, Q4; SJR, Q3).
  • Ю. Г. Кривонос, Ю. В. Крак, О. В. Бармак, А. С. Тернов, and В. О. Кузнецов, “Інформаційна технологія аналізу мімічних проявів емоційних станів людини,” Кібернетика та системний аналіз, no. 1, pp. 30-39, 2015.
  • V. Krak, O. V. Barmak, and S. O. Romanyshyn, “The Method of Generalized Grammar Structures for Text to Gestures Computer-Aided Translation,” Cybernetics and Systems Analysis, vol. 50, no. 1, pp. 116-123, 2014. doi: 10.1007/s10559-014-9598-4. (Scopus, Q3; Web of Science, Q4; SJR, Q3).
  • Ю. В. Крак, О. В. Бармак, and С. А. Романишин, “Метод узагальнених граматичних конструкцій для автоматизованого перекладу текстової інформації на жестові аналоги,” Кібернетика та системний аналіз, no. 1, pp. 125-130, 2014.
  • G. Kryvonos, I. V. Krak, O. V. Barmak, and D. V. Shkilniuk, “Construction and Identification of Elements of Sign Communication,” Cybernetics and Systems Analysis, vol. 49, no. 2, pp. 163-172, 2013. doi: 10.1007/s10559-013-9496-1. (Scopus, Q3; Web of Science, Q4; SJR, Q3).
  • Ю. Г. Кривонос, Ю. В. Крак, О. В. Бармак, and Д. В. Шкільнюк, “Конструювання і ідентифікація елементів жестової комунікації,” Кібернетика та системний аналіз, no. 2, pp. 3-14, 2013.
  • Y. V. Krak, A. V. Barmak, and E. M. Baraban, “Usage of NURBS-Approximation for Construction of Spatial Model of Human Face,” Journal of Automation and Information Sciences, vol. 43, no. 2, pp. 71-81, 2011. doi: 10.1615/JAutomatInfScien.v43.i2.70. (Scopus, Q3; SJR, Q4).
  • V. Barmak, “Information Computer Technology for Simulation and Control of Manipulator and Virtual Systems,” Journal of Automation and Information Sciences, vol. 35, no. 10, pp. 55-64, 2003. doi: 10.1615/JAutomatInfScien.v35.i10.80. (Scopus, Q3; SJR, Q4).
  • О. В. Бармак, “Інформаційні комп’ютерні технології моделювання та керування маніпуляційними та віртуальними системами,” Проблеми керування та інформатики, no. 5, pp. 143-154, 2003.