Mimar Sinan Güzel Sanatlar Üniversitesi Açık Bilim, Sanat Arşivi
Açık Bilim, Sanat Arşivi, Mimar Sinan Güzel Sanatlar Üniversitesi tarafından doğrudan ve dolaylı olarak yayınlanan; kitap, makale, tez, bildiri, rapor gibi tüm akademik kaynakları uluslararası standartlarda dijital ortamda depolar, Üniversitenin akademik performansını izlemeye aracılık eder, kaynakları uzun süreli saklar ve yayınların etkisini artırmak için telif haklarına uygun olarak Açık Erişime sunar.MSGSÜ'de Ara
Yazar "Nigdeli, Sinan Melih" için listeleme
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Artificial Intelligence and Deep Learning in Civil Engineering
Ocak, Ayla; Nigdeli, Sinan Melih; Bekdaş, Gebrail; Işıkdağ, Ümit (Springer Science and Business Media Deutschland GmbH, 2023)Artificial intelligence is a variety of software developed that imitates the human brain to perform the tasks that the human brain can do. Aiming to minimize human intervention, this software has a wide range of content ... -
Comparison of Multilayer Perceptron and Other Methods for Prediction of Sustainable Optimum Design of Reinforced Concrete Columns
Aydın, Yaren; Bekdaş, Gebrail; Nigdeli, Sinan Melih; Işıkdağ, Ümit; Geem, Zong Woo (Springer Science and Business Media Deutschland GmbH, 2023)Machine learning has become a popular science in recent years, as it produces concrete and fast solutions to solve many problems. The rapidly increasing world population and the developments in technology have caused large ... -
Drying shrinkage and crack width prediction using machine learning in mortars containing different types of industrial by-product fine aggregates
Ocak, Ayla; Bekdaş, Gebrail; Işıkdağ, Ümit; Nigdeli, Sinan Melih; Bilir, Turhan (Elsevier, 2024)Concrete is a material that loses water and changes shape while hardening due to its structure. Over time, this water loss results in some shrinkage of the hardened concrete, referred to as drying shrinkage. In addition, ... -
Estimation of Optimum Design of a 3-Bar Truss System with Decision Tree Algorithm
Ocak, Ayla; Bekdaş, Gebrail; Işıkdağ, Ümit; Nigdeli, Sinan Melih (Springer Science and Business Media Deutschland GmbH, 2023)Truss systems are structures that require care and cost due to the materials and workmanship used. In the design of such systems, the process of optimizing the material volume is necessary for optimum cost. In terms of ... -
Machine Learning Application of Structural Engineering Problems
Ocak, Ayla; Nigdeli, Sinan Melih; Bekdaş, Gebrail; Işıkdağ, Ümit (Springer Science and Business Media Deutschland GmbH, 2023)The cross-sectional properties of the basic structural system elements, such as columns and beams, are the basic structural design elements that need to be determined sensitively. For the optimum design of such structural ... -
Machine Learning Models for Ecofriendly Optimum Design of Reinforced Concrete Columns
Aydin, Yaren; Bekdas, Gebrail; Nigdeli, Sinan Melih; Isikdag, Umit; Kim, Sanghun; Geem, Zong Woo (Mdpi, 2023)CO2 emission is one of the biggest environmental problems and contributes to global warming. The climatic changes due to the damage to nature is triggering a climate crisis globally. To prevent a possible climate crisis, ... -
Optimizing artificial neural network architectures for enhanced soil type classification
Aydin, Yaren; Bekdas, Gebrail; Isikdag, Uemit; Nigdeli, Sinan Melih; Geem, Zong Woo (Techno-Press, 2024)Artificial Neural Networks (ANNs) are artificial learning algorithms that provide successful results in solving many machine learning problems such as classification, prediction, object detection, object segmentation, image ... -
Prediction of Damping Capacity Demand in Seismic Base Isolators via Machine Learning
Ocak, Ayla; Isikdag, Umit; Bekdas, Gebrail; Nigdeli, Sinan Melih; Kim, Sanghun; Geem, Zong Woo (Tech Science Press, 2024)Base isolators used in buildings provide both a good acceleration reduction and structural vibration control structures. The base isolators may lose their damping capacity over time due to environmental or dynamic effects. ... -
Shear Wave Velocity Prediction with Hyperparameter Optimization
Bekdaş, Gebrail; Aydın, Yaren; Isikdag, Umit; Nigdeli, Sinan Melih; Hajebi, Dara; Kim, Tae-Hyung; Geem, Zong Woo (Multidisciplinary Digital Publishing Institute (MDPI), 2025)Shear wave velocity (Vs) is an important soil parameter to be known for earthquake-resistant structural design and an important parameter for determining the dynamic properties of soils such as modulus of elasticity and ... -
The State of Art in Machine Learning Applications in Civil Engineering
Aydin, Yaren; Bekdaş, Gebrail; Işıkdağ, Ümit; Nigdeli, Sinan Melih (Springer Science and Business Media Deutschland GmbH, 2023)Machine learning (ML) is one of the methods used by the artificial intelligence approach. Machine learning is used to teach machines how to handle data more efficiently. The purpose of machine learning is to learn from the ... -
Use of Machine Learning Techniques in Soil Classification
Aydın, Yaren; Işıkdağ, Ümit; Bekdaş, Gebrail; Nigdeli, Sinan Melih; Geem, Zong Woo (Multidisciplinary Digital Publishing Institute (MDPI), 2023)In the design of reliable structures, the soil classification process is the first step, which involves costly and time-consuming work including laboratory tests. Machine learning (ML), which has wide use in many scientific ...
