Arş. Gör. YAREN AYDIN

Makaleler 23

1. Image-Based Classification of Concrete Carbonation Using YOLO Models

AYDIN Y., Isikdag U., Nigdeli S. M., BEKDAŞ G., Cakiroglu C.

MATERIALS , cilt.19, sa.11, 2026 (SCI-Expanded, Scopus)

2. Detection Models for Concrete Crack Using Deep Learning Approaches: A Review

STRUCTURAL ENGINEERING INTERNATIONAL: JOURNAL OF THE INTERNATIONAL ASSOCIATION FOR BRIDGE AND STRUCTURAL ENGINEERING (IABSE) , sa.Accepted, Published online, ss.1-11, 2026 (SCI-Expanded, Scopus)

3. Factors Influencing Perceived Ease of Use and Usefulness of BIM Tools

Işıkdağ Ü., AYDIN Y., BEKDAŞ G., Underwood J.

Buildings , cilt.16, sa.1, 2026 (SCI-Expanded, Scopus)

4. Predicting the total heating and cooling energy consumption with ultra high-performance fiber reinforced concrete facade panels using explainable machine learning models

AYDIN Y., Cakiroglu C., BEKDAŞ G., Abualigah L., Geem Z. W.

ENERGY REPORTS , cilt.14, ss.3254-3275, 2025 (SCI-Expanded, Scopus)

5. Fire Resistance Prediction in FRP-Strengthened Structural Elements: Application of Advanced Modeling and Data Augmentation Techniques

Isikdag U., AYDIN Y., BEKDAŞ G., Cakiroglu C., Geem Z. W.

PROCESSES , cilt.13, sa.10, 2025 (SCI-Expanded, Scopus)

6. A Real-Time Advisory Tool for Supporting the Use of Helmets in Construction Sites

Isikdag U., Cemrek H. A., Sonmez S., Aydin Y., Bekdas G., Geem Z. W.

INFORMATION , cilt.16, sa.10, 2025 (ESCI, Scopus)

7. Adaptive Harmony Search-Based Optimization of Tuned Mass Damper Inerters Under Near-Fault Earthquake Records

Aydin Y., Bekdas G., Nigdeli S. M., Kim S., Geem Z. W.

GEOHAZARDS , cilt.6, sa.3, 2025 (ESCI, Scopus)

8. Predicting the area moment of inertia of beam and column using machine learning and HyperNetExplorer

AYDIN Y., NİGDELİ S. M., Roozbahan M., BEKDAŞ G., Işıkdağ Ü.

Neural Computing and Applications , cilt.37, sa.20, ss.15793-15817, 2025 (SCI-Expanded, Scopus)

9. Fatigue Predictive Modeling of Composite Materials for Wind Turbine Blades Using Explainable Gradient Boosting Models

AYDIN Y., Cakiroglu C., BEKDAŞ G., Geem Z. W.

Coatings , cilt.15, sa.3, 2025 (SCI-Expanded, Scopus)

10. Shear Wave Velocity Prediction with Hyperparameter Optimization

BEKDAŞ G., AYDIN Y., IŞIKDAĞ Ü., NİGDELİ S. M., Hajebi D., Kim T., et al.

INFORMATION , cilt.16, sa.1, 2025 (ESCI, Scopus)

11. Leveraging Neural Networks and Explainable AI for Cost-Effective Retaining Wall Design

BEKDAŞ G., AYDIN Y., Cakiroglu C., Işıkdag U.

CMES - Computer Modeling in Engineering and Sciences , cilt.143, sa.2, ss.1763-1787, 2025 (SCI-Expanded, Scopus)

12. Modeling Soil Behavior with Machine Learning: Static and Cyclic Properties of High Plasticity Clays Treated with Lime and Fly Ash

BEKDAŞ G., AYDIN Y., NİGDELİ S. M., Unver I. S., Kim W., Geem Z. W.

BUILDINGS , cilt.15, sa.2, 2025 (SCI-Expanded, Scopus)

13. Adaptive Neural Architecture Search Using Meta-Heuristics: Discovering Fine-Tuned Predictive Models for Photocatalytic CO2 Reduction

Işıkdağ Ü., BEKDAŞ G., AYDIN Y., Apak S., Hong J., Geem Z. W.

Sustainability (Switzerland) , cilt.16, sa.23, 2024 (SCI-Expanded, SSCI, Scopus)

14. Explainable Ensemble Learning and Multilayer Perceptron Modeling for Compressive Strength Prediction of Ultra-High-Performance Concrete

AYDIN Y., Cakiroglu C., BEKDAŞ G., Geem Z. W.

BIOMIMETICS , cilt.9, sa.9, 2024 (SCI-Expanded, Scopus)

15. Prediction of Optimum Design of Welded Beam Design via Machine Learning

Aydın Y., Ahadian F., Bekdaş G., Nigdeli S. M.

Challenge Journal of Structural Mechanics , cilt.10, sa.3, ss.86-94, 2024 (TRDizin)

16. Cooling load prediction of a double-story terrace house using ensemble learning techniques and genetic programming with SHAP approach

Cakiroglu C., AYDIN Y., BEKDAŞ G., Isikdag U., Sadeghifam A. N., Abualigah L.

Energy and Buildings , cilt.313, 2024 (SCI-Expanded, Scopus)

17. Optimizing artificial neural network architectures for enhanced soil type classification

AYDIN Y., BEKDAŞ G., Işıkdağ Ü., NİGDELİ S. M., Geem Z. W.

Geomechanics and Engineering , cilt.37, sa.3, ss.263-277, 2024 (SCI-Expanded, Scopus)

18. Neural Network Predictive Models for Alkali-Activated Concrete Carbon Emission Using Metaheuristic Optimization Algorithms

Aydın Y., Cakiroglu C., BEKDAŞ G., Işıkdağ Ü., Kim S., Hong J., et al.

Sustainability (Switzerland) , cilt.16, sa.1, 2024 (SCI-Expanded, SSCI, Scopus)

19. Parameter Optimization of TunedMass Damper Inerter via Adaptive Harmony Search

AYDIN Y., BEKDAŞ G., NİGDELİ S. M., Geem Z. W.

CMES - Computer Modeling in Engineering and Sciences , cilt.141, sa.3, ss.2471-2499, 2024 (SCI-Expanded, Scopus)

20. Interpretable Predictive Modelling of Basalt Fiber Reinforced Concrete Splitting Tensile Strength Using Ensemble Machine Learning Methods and SHAP Approach

Cakiroglu C., Aydın Y., BEKDAŞ G., Geem Z. W.

Materials , cilt.16, sa.13, 2023 (SCI-Expanded, Scopus)

21. Prediction of Cooling Load of Tropical Buildings with Machine Learning

BEKDAŞ G., Aydın Y., Isıkdağ Ü., Sadeghifam A. N., Kim S., Geem Z. W.

Sustainability (Switzerland) , cilt.15, sa.11, 2023 (SCI-Expanded, SSCI, Scopus)

22. Machine Learning Models for Ecofriendly Optimum Design of Reinforced Concrete Columns

Aydın Y., BEKDAŞ G., NİGDELİ S. M., Isıkdağ Ü., Kim S., Geem Z. W.

Applied Sciences (Switzerland) , cilt.13, sa.7, 2023 (SCI-Expanded, Scopus)

23. Use of Machine Learning Techniques in Soil Classification

Aydin Y., IŞIKDAĞ Ü., BEKDAŞ G., NİGDELİ S. M., Geem Z. W.

SUSTAINABILITY , cilt.15, sa.3, 2023 (SCI-Expanded, SSCI, Scopus)

Hakemli Bilimsel Toplantılarda Yayımlanmış Bildiriler 21

1. Comparative Analysis of Machine Learning Models for Predicting Bond Strength Between FRP Bars and UHPC/UHPSSC

Aydın Y., Bekdaş G., Nigdeli S. M.

9th International Conference on Innovative Computing and Communication (ICICC-2026), New Delhi, Hindistan, 6 - 07 Şubat 2026, ss.1-10, (Tam Metin Bildiri)

2. CO2 and Cost Optimization of Reinforced Concrete Slabs Using Jaya Algorithm

Aydın Y., Bekdaş G., Nigdeli S. M., Apak S., Işıkdağ Ü.

9th International Conference on Innovative Computing and Communication (ICICC-2026), New Delhi, Hindistan, 6 - 07 Şubat 2026, ss.1-10, (Tam Metin Bildiri)

3. Machine Learning Applications in Structural Control Systems: A Review

Aydın Y., Nigdeli S. M., Bekdaş G.

9th International Conference on Innovative Computing and Communication (ICICC-2026), New Delhi, Hindistan, 6 - 07 Şubat 2026, ss.1-10, (Tam Metin Bildiri)

4. Prediction of Shear Strength of Reinforced Concrete Beam-Column Joints

Aydın Y., Bekdaş G., Nigdeli S. M., Işıkdağ Ü.

International Conference on Applied Sciences and Engineering (ICASE 2025), İstanbul, Türkiye, 1 - 03 Ekim 2025, ss.193-200, (Tam Metin Bildiri)

5. Predicting the Swelling Potential of Soils Using Random Forest and XGBoost

Aydın Y., Bekdaş G., Nigdeli S. M., Işıkdağ Ü.

International Conference on Applied Sciences and Engineering (ICASE 2025), İstanbul, Türkiye, 1 - 03 Ekim 2025, ss.8-15, (Tam Metin Bildiri)

6. Data-driven approaches for predicting pile bearing capacity

Aydın Y., Nigdeli S. M., Bekdaş G., Işıkdağ Ü.

International Conference on Applied Sciences and Engineering (ICASE 2025), İstanbul, Türkiye, 1 - 03 Ekim 2025, ss.56-93, (Tam Metin Bildiri)

7. Dimensioning of the Retaining Wall Using Linear Regression, Ridge Regression and Lasso Regression

Aydın Y., Bekdaş G., Nigdeli S. M.

New Technologies, Development and Application (NT 2025), Sarajevo, Bosna-Hersek, 26 - 28 Haziran 2025, ss.483-490, (Tam Metin Bildiri)

8. Investigation of Robustness for Tuned Mass Damper Inerter

Aydın Y., Nigdeli S. M., Bekdaş G.

New Technologies, Development and Application (NT 2025), Sarajevo, Bosna-Hersek, 26 - 28 Haziran 2025, ss.476-482, (Tam Metin Bildiri)

9. Archimedes Optimization Algorithm for Reinforced Concrete Slab Cost Minimization

Aydın Y., Bekdaş G., Nigdeli S. M.

International Conference Mechanics (MECHANIKA-2025), Kaunas, Litvanya, 23 Mayıs 2025, ss.1-6, (Tam Metin Bildiri)

10. Soil Liquefaction Analysis with Machine Learning and SHAP Analysis

Aydın Y., Bekdaş G., Nigdeli S. M.

International Conference Mechanics (MECHANIKA-2025), Kaunas, Litvanya, 23 Mayıs 2025, ss.1-6, (Tam Metin Bildiri)

11. Comparison of Harmony Search Algorithm, Flower Pollination Algorithm and Archimedes Optimization Algorithms in Cost Optimization of Reinforced Concrete Beam

Aydın Y., Bekdaş G., Nigdeli S. M.

5th International Conference on Advanced Engineering Technologies (ICADET-2024), Bayburt, Türkiye, 25 - 27 Eylül 2024, ss.1-6, (Tam Metin Bildiri)

12. Tuned Mass Damper (TMD) Optimization by Using Archimedes Optimization Algorithm for Different Stroke Capacity Values

Aydın Y., Nigdeli S. M., Bekdaş G.

5th International Conference on Advanced Engineering Technologies (ICADET-2024), Bayburt, Türkiye, 25 - 27 Eylül 2024, ss.1-6, (Tam Metin Bildiri)

13. Effect of Gradient Boosting Algorithm Parameters on Overall Length Minimization of Five Element Truss System

Aydın Y., Bekdaş G., Nigdeli S. M.

International Conference Mechanics (MECHANIKA-2024), Kaunas, Litvanya, 31 Mayıs 2024, ss.1-4, (Tam Metin Bildiri)

14. Optimum Carbon Fibre Reinforced Polymer (CFRP) Design for Increasing Shear Capacity of Reinforced Concrete Beams Using Grey Wolf and Archimedes Optimization Algorithm

Aydın Y., Bekdaş G., Nigdeli S. M.

International Conference Mechanics (MECHANIKA-2024), Kaunas, Litvanya, 31 Mayıs 2024, ss.1-4, (Tam Metin Bildiri)

15. Weight Optimization of Cantilever Beam Using Machine Learning Models

Aydın Y., Nigdeli S. M., Bekdaş G.

International Conference Mechanics (MECHANIKA-2024), Kaunas, Litvanya, 31 Mayıs 2024, ss.1-4, (Tam Metin Bildiri)

16. Investigation of the Effect of Decision Tree Regressor Parameters on the Optimum Section Design of Reinforced Concrete T-Beam Under Simple Bending Effect

Aydın Y., Nigdeli S. M., Bekdaş G.

International Conference Mechanics (MECHANIKA-2024), Kaunas, Litvanya, 31 Mayıs 2024, ss.1-4, (Tam Metin Bildiri)

17. Parametric Investigation of Archimedes Optimization Algorithm for a Structural Problem

Aydın Y., Bekdaş G., Nigdeli S. M.

7th International Conference on Innovative Computing and Communication (ICICC-2024), New Delhi, Hindistan, 16 - 17 Şubat 2024, ss.1-10, (Tam Metin Bildiri)

18. Archimedes Optimization Algorithm for Optimization of Tuned Mass Dampers in Structural Control

Aydın Y., Bekdaş G., Nigdeli S. M.

7th International Conference on Innovative Computing and Communication (ICICC-2024), New Delhi, Hindistan, 16 - 17 Şubat 2024, ss.1-10, (Tam Metin Bildiri)

19. Optimization of Tubular Column via Archimedes Optimization Algorithm

Aydın Y., Bekdaş G., Nigdeli S. M.

International Conference Mechanics (MECHANIKA-2023), Kaunas, Litvanya, 26 Mayıs 2023, ss.1-4, (Tam Metin Bildiri) Sürdürülebilir Kalkınma

20. Reinforced Concrete Beam Optimization via Flower Pollination Algorithm by Changing Switch Probability Parameter

AYDIN Y., BEKDAŞ G., NİGDELİ S. M.

6th International Conference on Intelligent Computing and Optimization, ICO 2023, Hua Hin, Tayland, 27 - 28 Nisan 2023, cilt.852 LNNS, ss.66-74, (Tam Metin Bildiri)

21. Archimedes Optimization Algorithm on a Structural Optimization Problem

AYDIN Y., NİGDELİ S. M., BEKDAŞ G.

6th International Conference on Intelligent Computing and Optimization, ICO 2023, Hua Hin, Tayland, 27 - 28 Nisan 2023, cilt.854 LNNS, ss.173-180, (Tam Metin Bildiri)

Kitaplar 10

1. Introduction and Applications of Machine Learning in Geotechnics

Geem Z. W., Bekdaş G., Nigdeli S. M., Aydın Y., Işıkdağ Ü., Kim T.

Elsevier, Amsterdam, 2026

2. Shear Wave Velocity Prediction Using Machine Learning

AYDIN Y., NİGDELİ S. M., BEKDAŞ G.

Studies in Systems, Decision and Control, Springer International Publishing Ag, ss.329-338, 2026

3. Multioutput Regression for Reinforced Retaining Wall Optimum Design with Machine Learning

AYDIN Y., BEKDAŞ G., NİGDELİ S. M., Işıkdağ Ü.

Studies in Systems, Decision and Control, Springer International Publishing Ag, ss.93-102, 2026

4. Application of adaptive harmony search and machine learning on optimization problems about strength of materials

AYDIN Y., NİGDELİ S. M., BEKDAŞ G., Isikdag U., Geem Z. W.

Metaheuristics-Based Materials Optimization: Enhancing Materials Applications, Elsevier, ss.273-295, 2025

5. Review of Recent Advances on AI Applications in Civil Engineering

Aydın Y., Bekdaş G., Nigdeli S. M.

Engineering Applications of AI and Swarm Intelligence, Xin-She Yang, Editör, Springer, London/Berlin , Zürich, ss.107-130, 2024

6. Determination of the Effect of XGBoost’s Parameters on a Structural Problem

Aydın Y., Nigdeli S. M., Bekdaş G.

New Advances in Soft Computing in Civil Engineering AI-Based Optimization and Prediction, Bekdaş G,Nigdeli SM, Editör, Springer, London/Berlin , Zürich, ss.319-339, 2024

7. Effect of CatBoost Parameters on Cost Minimization of Rectangular Section Reinforced Concrete Columns Under Uniaxial Bending Effect

Aydın Y., Bekdaş G., Nigdeli S. M.

New Advances in Soft Computing in Civil Engineering AI-Based Optimization and Prediction, Bekdaş G,Nigdeli SM, Editör, Springer, London/Berlin , Zürich, ss.205-220, 2024

8. Review of Metaheuristic-Based Optimum Design of Reinforced Concrete Structures: Multi-Objective Optimization of Reinforced Concrete Columns

Aydın Y., Bekdaş G., Nigdeli S. M., Kim S., Geem Z. W.

Advanced Optimization Applications in Engineering, Ahmad A and Camp CV, Editör, IGI Global yayınevi, New York, ss.116-151, 2024

9. Comparison of Multilayer Perceptron and Other Methods for Prediction of Sustainable Optimum Design of Reinforced Concrete Columns

Aydın Y., Bekdaş G., Nigdeli S. M., Işıkdağ Ü., Geem Z. W.

Hybrid Metaheuristics in Structural Engineering including Machine Learning Applications, Bekdaş G and Nigdeli SM (eds.), Editör, Springer, London/Berlin , Zürich, ss.235-263, 2023 Sürdürülebilir Kalkınma

10. The State of Art in Machine Learning Applications in Civil Engineering

Aydın Y., Bekdaş G., Nigdeli S. M., Işıkdağ Ü.

Hybrid Metaheuristics in Structural Engineering including Machine Learning Applications, Bekdaş G and Nigdeli SM (eds.), Editör, Springer, London/Berlin , Zürich, ss.147-177, 2023 Sürdürülebilir Kalkınma

Metrikler

Yayın

Yayın (WoS)

Yayın (Scopus)

Atıf (WoS)

244

H-İndeks (WoS)

Atıf (Scopus)

342

H-İndeks (Scopus)

Atıf (Scholar)

409

H-İndeks (Scholar)

Proje

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BM Sürdürülebilir Kalkınma Amaçları

SDG 9: AMAÇ 9: SANAYİ, YENİLİKÇİLİK VE ALTYAPI

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Yayın

Yayın (WoS)

Yayın (Scopus)

Atıf (WoS)

H-İndeks (WoS)

Atıf (Scopus)

H-İndeks (Scopus)

Atıf (Scholar)

H-İndeks (Scholar)

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