Doç. Dr. ERKAN CANER ÖZKAT

Yayın Ağı

Makaleler 20

1. Machine learning-based predictive maintenance of a wire drawing machine using vibration and motor current signals

Pismisoglu A., Özkat E. C., Konar M.

EKSPLOATACJA I NIEZAWODNOSC-MAINTENANCE AND RELIABILITY , cilt.29, sa.1, 2027 (SCI-Expanded, Scopus)

2. Machine learning-driven multi-objective optimisation of shape-memory programming parameters in 4D-printed PLA

Hacıoğlu A., Eryıldız M., Özkat E. C.

MATERIALS AND DESIGN , cilt.271, ss.1-13, 2026 (SCI-Expanded, Scopus)

3. Leakage-Aware Machine Learning and Deep Learning Benchmarking of Food Antioxidant Capacity Prediction on the Antioxidant Food Table

Özkat E. C.

Antioxidants , cilt.15, sa.9, 2026 (SCI-Expanded, Scopus)

4. Leakage-Free Benchmarking of Electronic Noses for Beef Freshness: A Signal-Richness Criterion for Model Selection

Özkat E. C.

FOODS , cilt.15, sa.16, 2026 (SCI-Expanded, Scopus)

5. Aircraft takeoff speed prediction with deep learning: a comparative study of MLP, 1D-CNN, LSTM and attention-based architectures on Boeing 737-300 data

Konar M., Ayaz H. A., Özkat E. C., Türkmen A.

AERONAUTICAL JOURNAL , 2026 (SCI-Expanded, Scopus)

6. Linking Tea Aroma Chemistry to Quality Grades via a Single MOS Gas Sensor: Classical Machine Learning vs. Deep Learning

Tasdemir A. T., ÖZKAT E. C., YALÇIN ÖZKAT G., GÜL F.

SENSORS , cilt.26, sa.12, 2026 (SCI-Expanded, Scopus)

7. Laser Beam Welding State Classification: A Deep Learning Framework for Acoustic Signal Intelligence

Özkat E. C.

MACHINES , cilt.14, sa.6, 2026 (SCI-Expanded, Scopus)

8. Signal Intelligence: Vibration-Driven Deep Learning for Anomaly Detection of Rotary-Wing UAVs

Yilmaz A., Özkat E. C., Gul F.

DRONES , cilt.10, sa.5, ss.1-26, 2026 (SCI-Expanded, Scopus)

9. Analytical-to-AI pipeline: Modeling and optimization of entropy generation in pulsating non-Newtonian heat flow

Altunkaya A. N., Ozkat E. C., Avci M.

COMPUTERS & MATHEMATICS WITH APPLICATIONS , cilt.205, ss.195-211, 2026 (SCI-Expanded, Scopus)

10. Benchmarking ML Approaches for Earthquake-Induced Soil Liquefaction Classification

Can N. K., Özkat E. C., Ceryan N., Ceryan S.

APPLIED SCIENCES-BASEL , cilt.15, sa.21, 2025 (SCI-Expanded, Scopus)

11. Photodiode Signal Patterns: Unsupervised Learning for Laser Weld Defect Analysis

Özkat E. C.

Processes , cilt.13, sa.1, ss.121-141, 2025 (SCI-Expanded, Scopus)

12. Vibration data-driven anomaly detection in UAVs: A deep learning approach

Özkat E. C.

ENGINEERING SCIENCE AND TECHNOLOGY-AN INTERNATIONAL JOURNAL-JESTECH , cilt.54, 2024 (SCI-Expanded, Scopus)

13. Machine learning driven optimization and parameter selection of multi-surface HTS Maglev

Özkat E. C., Abdioglu M., Öztürk U. K.

PHYSICA C-SUPERCONDUCTIVITY AND ITS APPLICATIONS , cilt.616, 2024 (SCI-Expanded, Scopus)

14. Extended 2-D Magnetic Field Modeling of Linear Motor to Investigate the Magnetic Force Parameters of High-Speed Superconducting Maglev

Öztürk U. K., Abdioğlu M., Ozkat E. C., Mollahasanoglu H.

IEEE TRANSACTIONS ON APPLIED SUPERCONDUCTIVITY , cilt.33, sa.4, 2023 (SCI-Expanded, Scopus)

15. A data-driven predictive maintenance model to estimate RUL in a multi-rotor UAS

Özkat E. C., Bektas O., Nielsen M. J., La Cour-Harbo A.

INTERNATIONAL JOURNAL OF MICRO AIR VEHICLES , cilt.15, 2023 (SCI-Expanded, Scopus)

16. Toplu Öğrenmeye Dayalı Çelik Levha Arızalarını Sınıflandırması İçin Bİr Yöntem

Özkat E. C.

Journal of Materials and Mechatronics:A (Online) , cilt.3, sa.2, ss.240-256, 2022 (TRDizin)

17. Machine learning models to estimate the elastic modulus of weathered magmatic rocks

Ceryan N., Özkat E. C., Korkmaz Can N., Ceryan S.

ENVIRONMENTAL EARTH SCIENCES , cilt.80, sa.12, 2021 (SCI-Expanded)

18. Makine Öğrenmesi Metodolojisi Kullanılarak Yüksek Hızlı Rulmanlarda Sağlık Göstergesinin Belirlenmesi

Özkat E. C.

Avrupa Bilim ve Teknoloji Dergisi , sa.22, ss.176-183, 2021 (TRDizin)

19. Laser dimpling process parameters selection and optimization using surrogate-driven process capability space

Ozkat E. C., Franciosa P., Ceglarek D.

OPTICS AND LASER TECHNOLOGY , cilt.93, ss.149-164, 2017 (SCI-Expanded)

20. Development of decoupled multi-physics simulation for laser lap welding considering part-to-part gap

Ozkat E. C., Franciosa P., Ceglarek D.

JOURNAL OF LASER APPLICATIONS , cilt.29, sa.2, 2017 (SCI-Expanded)

Hakemli Bilimsel Toplantılarda Yayımlanmış Bildiriler 17

1. Class Imbalance In Toxicity Prediction: The Effect of Performance Metric and Decision Threshold Selection on Model Ranking in the Tox21 Dataset

Yalçın Özkat G., Özkat E. C.

2. Istinye International Interdisciplinary Academic Studies Congress, İstanbul, Türkiye, 1 - 02 Eylül 2026, ss.197-206, (Tam Metin Bildiri)

2. Sequence Homology Inflates Reported Accuracy in Antimicrobial Peptide Prediction: A Machine Learning and Deep Learning Benchmark

Özkat E. C., Yalçın Özkat G.

5th International Conference on Recent and Innovative Results in Engineering and Technology, Konya, Türkiye, 25 - 26 Ağustos 2026, ss.255-262, (Tam Metin Bildiri)

3. Machine and Deep Learning in Mechanics of Materials: The Evaluation Protocol Governs Reported Accuracy in Alloy Yield Strength Prediction

Kuleyin H., Özkat E. C.

6th International Conference on Modern and Advanced Research, Konya, Türkiye, 16 - 17 Ağustos 2026, ss.166-172, (Tam Metin Bildiri)

4. Vibration-Based Fault Detection in a Wire Drawing Machine Using an LSTM Deep Learning Model

Konar M., Özkat E. C., Pişmişoğlu A.

6th International Paris Applied Sciences Congress, Paris, Fransa, 12 - 17 Temmuz 2026, ss.67-75, (Tam Metin Bildiri)

5. Voxel-Based Finite Element Analysis of Distortion in SLM Lattice Structures

Özkat E. C.

7th International Conference on Scientific and Academic Research, Konya, Türkiye, 23 - 24 Aralık 2025, ss.387-392, (Tam Metin Bildiri)

6. A Feature-Based Deep Learning Approach for Pump Leakage Diagnosis

Ak Ö., Özkat E. C.

6th International Conference on Frontiers in Academic Research, Konya, Türkiye, 16 - 17 Aralık 2025, ss.1241-1247, (Tam Metin Bildiri)

7. Scalogram-Driven Deep Learning for Reliable Fault Diagnosis in Rotating Machinery

Yılmaz A., Özkat E. C.

Rize Trade and Economy Summit and Congress, Rize, Türkiye, 22 - 23 Ekim 2025, ss.32-42, (Tam Metin Bildiri)

8. Optimization of Microchannel Heat Transfer Using PSO–ANN and GWO

Özkat E. C.

4th International Conference on Modern and Advanced Research, Konya, Türkiye, 6 - 07 Kasım 2025, ss.215-220, (Tam Metin Bildiri)

9. Deep Learning-Based Propeller Sound Classification Using GoogLeNet

Yılmaz A., Özkat E. C.

6th International Conference on Innovative Academic Studies, Konya, Türkiye, 12 - 13 Mart 2025, ss.376-383, (Tam Metin Bildiri)

10. Integrating Condition Monitoring and Deep Learning for Diesel Engine Fault Diagnostics

ÖZKAT E. C.

Bursa 4th International Conference on Mathematics and Engineering, Bursa, Türkiye, 24 - 26 Ocak 2025, ss.298, (Özet Bildiri)

11. Geometric Optimization of Plate-Fin Manifolds using Response Surface Methodology

ÖZKAT E. C.

Selcuk 11th International Conference on Applied Sciences, Konya, Türkiye, 13 - 15 Aralık 2024, ss.197-208, (Tam Metin Bildiri)

12. Positional Health Assessment of Collaborative Robots Based on Long Short-Term Memory Auto-Encoder (LSTMAE) Network

Hasan N., Webb L., Chinanthai M. K., Hossain M. A., Özkat E. C., Tokhi M. O., et al.

26th International Conference series on Climbing and Walking Robots and the Support Technologies for Mobile Machines, CLAWAR 2023, Florianopolis, Brezilya, 2 - 04 Ekim 2023, cilt.811, ss.323-335, (Tam Metin Bildiri) Sürdürülebilir Kalkınma

13. A Study of Ensemble Learning and Wavelet Scattering for Bearing Fault Detection

Özkat E. C.

International Materials Engineering and Advanced Manufacturing Technologies Congress, İstanbul, Türkiye, 15 - 16 Ekim 2022, ss.190, (Özet Bildiri)

14. A Degradation Model to Predict the Remaining Useful Life of Bearings

Özkat E. C.

International Conference on AI and Big Data in Engineering Applications, İstanbul, Türkiye, 14 - 15 Haziran 2021, ss.227-239, (Tam Metin Bildiri) Sürdürülebilir Kalkınma

15. The Comparison Of Machine Learning Algorithms In Estimation Of Remaining Useful Life

Özkat E. C.

IXTH INTERNATIONAL MAINTENANCETECHNOLOGIES CONGRESS AND EXHIBITION, Denizli, Türkiye, 26 - 28 Eylül 2019, cilt.704, ss.613-620, (Tam Metin Bildiri) Sürdürülebilir Kalkınma