Doç. Dr. YILDIRAN YILMAZ

Yayın Ağı

Makaleler 21

1. CFG-DWC: a hybrid correlation-driven feature engineering framework for optimized machine learning performance in carbonation depth analysis of concrete subjected to natural environments

Yılmaz Y., Çakmak T., Ustabaş İ.

SCIENTIFIC REPORTS , cilt.15, sa.1, 2025 (SCI-Expanded, Scopus)

2. Design and Optimisations of Metal-Oxide Artificial Synaptic Device Based Machine Learning Model

Yilmaz Y., Gul F.

IEEE TRANSACTIONS ON EMERGING TOPICS IN COMPUTATIONAL INTELLIGENCE , cilt.9, sa.5, ss.3233-3243, 2025 (SCI-Expanded, Scopus)

3. A novel correlation study using Pearson and Spearman Algorithms for mineral component-driven strength analysis of construction materials including geopolymer

Yılmaz Y., Çakmak T., Kurt Z., Ustabaş İ.

PAMUKKALE UNIVERSITY JOURNAL OF ENGINEERING SCIENCES-PAMUKKALE UNIVERSITESI MUHENDISLIK BILIMLERI DERGISI , cilt.31, sa.3, ss.409-416, 2025 (ESCI, TRDizin)

4. Machine Learning-Enhanced Traffic Light Optimization System Prioritizing Emergency Vehicle Passage Using SVM and Random Forest Models

Yılmaz Y.

Gazi University Journal of Science Part A: Engineering and Innovation , cilt.12, sa.1, ss.175-196, 2025 (TRDizin)

5. Predicting Mechanical Properties in Geopolymer Mortars, Including Novel Precursor Combinations, Through XGBoost Method

Yılmaz Y., Çakmak T., Kurt Z., Ustabaş İ.

ARABIAN JOURNAL FOR SCIENCE AND ENGINEERING , cilt.50, sa.3, ss.2009-2033, 2025 (SCI-Expanded, Scopus)

6. Increasing the performance of a hospital department with budget allocation model and machine learning assisted by simulation

Alim M., Yilmaz Y., Boz E.

Journal of Simulation , cilt.19, sa.2, ss.127-140, 2025 (SCI-Expanded, Scopus)

7. Neuro-inspired hardware solutions for high-performance computing: A TiO2-based nano-synaptic device approach with backpropagation

Yilmaz Y., Gül F.

Integration , cilt.97, 2024 (SCI-Expanded, Scopus)

8. Stacked ensemble modeling for improved tuberculosis treatment outcome prediction in pediatric cases

Yilmaz Y.

Concurrency and Computation: Practice and Experience , cilt.36, sa.13, 2024 (SCI-Expanded, Scopus)

9. Accuracy improvement in Ag:a-Si memristive synaptic device-based neural network through Adadelta learning method on handwritten-digit recognition

Yilmaz Y.

Neural Computing and Applications , cilt.35, sa.33, ss.23943-23958, 2023 (SCI-Expanded, Scopus)

10. A novel framework for strength prediction of geopolymer mortar: Renovative precursor effect

Kurt Z., Yilmaz Y., Çakmak T., Ustabaş I.

Journal of Building Engineering , cilt.76, 2023 (SCI-Expanded, Scopus)

11. Convolutional neural network for pothole detection in different road and weather conditions

Gazawy Q., Buyrukoglu S., Yilmaz Y.

MediHealth Academy , cilt.1, 2023 (Hakemli Dergi)

12. Novel Machine Learning (ML) Algorithms to Classify IPv6 Network Traffic in Resource-Limited Systems

Yılmaz Y., Buyrukoğlu S., Alım M.

Computer Science , cilt.2022, sa.1, ss.219-224, 2022 (Hakemli Dergi)

13. Development and evaluation of ensemble learning models for detection of DDOS attacks in IoT

Yılmaz Y., Buyrukoglu S.

Hittite Journal of Science and Engineering , cilt.9, sa.2, ss.73-82, 2022 (TRDizin)

14. Correlation value determined to increase Salmonella prediction success of deep neural network for agricultural waters

Buyrukoglu S., Yilmaz Y., Topalcengiz Z.

ENVIRONMENTAL MONITORING AND ASSESSMENT , cilt.194, sa.5, 2022 (SCI-Expanded, Scopus)

15. Comparative Analysis of Energy Costs of Asymmetric vs Symmetric Encryption-Based Security Applications

Halak B., Yilmaz Y., Shiu D.

IEEE ACCESS , cilt.10, ss.76707-76719, 2022 (SCI-Expanded, Scopus)

16. ARMOR: An anti-counteRfeit security Mechanism for lOw cost Radio frequency identification systems

Yılmaz Y., Do V., Halak B.

IEEE TRANSACTIONS ON EMERGING TOPICS IN COMPUTING , cilt.9, ss.2125-2138, 2021 (SCI-Expanded, Scopus)

17. An Approach for Airfare Prices Analysis with Penalized Regression Methods

Buyrukoglu S., Yılmaz Y.

Veri Bilimi Dergisi , cilt.4, sa.2, ss.57-61, 2021 (Hakemli Dergi)

18. A Novel Semi-Automated Chatbot Model: Providing Consistent Response of Students’ Email in Higher Education based on Case-Based Reasoningand Latent Semantic Analysis

Buyrukoglu S., Yılmaz Y.

International Journal of Multidisciplinary Studies and Innovative Technologies , cilt.5, sa.1, ss.6-12, 2021 (Hakemli Dergi)

19. Covid-19 Impact on Students’ Performances in Computer Programming Module Based on Formative Assessment

Buyrukoğlu S., Yılmaz Y., Buyrukoğlu G.

World Journal of Multidisciplinary Research , cilt.4, sa.1-2, ss.87-94, 2021 (Hakemli Dergi)

20. Hybrid Machine Learning Model Coupled with School Closure For Forecasting COVID-19 Cases in the Most Affected Countries

Yılmaz Y., Buyrukoglu S.

Hittite Journal of Science and Engineering , cilt.8, sa.2, ss.123-131, 2021 (TRDizin)

21. ASSURE: A Hardware-Based Security Protocol for Resource-Constrained IoT Systems

Yılmaz Y., Aniello L., Halak B.

Journal of Hardware and Systems Security , cilt.5, sa.1, ss.1-18, 2021 (Hakemli Dergi)

Hakemli Bilimsel Toplantılarda Yayımlanmış Bildiriler 12

1. Smart Surveillance for Pedestrian Protection: An ESP32-Based Pedestrian Detection System with AI-Driven Voice Interaction and Real-Time Vehicle Communication

Terzi M. H., Ayvaz D., Yılmaz Y.

2025 10th International Conference on Computer Science and Engineering (UBMK), İstanbul, Türkiye, 17 Eylül 2025, (Tam Metin Bildiri)

2. IoT-Powered Voice Interaction and Proactive Gas Leak Detection System for Smart Homes with Embedded Gas Sensing and Instant AI Alerts

Şevik R., Demirci R., Yılmaz Y.

2025 Innovations in Intelligent Systems and Applications Conference (ASYU), Bursa, Türkiye, 10 Eylül 2025, (Tam Metin Bildiri)

3. Estimation of Optimal Time-to-Live Values for Mitigating Router Spoofing Attacks Utilizing Lasso and Ridge Regression Machine Learning Techniques

Yılmaz Y.

IEEE 2024 8th International Symposium on Innovative Approaches in Smart Technologies (ISAS), İstanbul, Türkiye, 6 - 07 Aralık 2024, (Tam Metin Bildiri)