Mimar Sinan Fine Arts University Institutional Repository
DSpace@MSGSÜ digitally stores academic resources such as books, articles, dissertations, bulletins, reports, research data published directly or indirectly by Mimar Sinan Fine Arts University in international standarts, helps track the academic performance of the university, provides long term preservation for resources and makes publications available to Open Access in accordance with their copyright to increase the effect of publications.Search MSGSÜ
Browsing by Author "Işıkdağ, Ümit"
Now showing items 1-20 of 24
-
Adaptive Neural Architecture Search Using Meta-Heuristics: Discovering Fine-Tuned Predictive Models for Photocatalytic CO2 Reduction
Işıkdağ, Ümit; Bekdaş, Gebrail; Aydın, Yaren; Apak, Sudi; Hong, Junhee; Geem, Zong Woo (Multidisciplinary Digital Publishing Institute (MDPI), 2024)This study aims to contribute to the reduction of carbon dioxide and the production of hydrogen through an investigation of the photocatalytic reaction process. Machine learning algorithms can be used to predict the hydrogen ... -
Application of adaptive harmony search and machine learning on optimization problems about strength of materials
Aydın, Yaren; Niğdeli, Sinan Melih; Bekdaş, Gebrail; Işıkdağ, Ümit; Geem, Zong Woo (Metaheuristics-Based Materials Optimization, 2025)In structural design, the strength of materials is the key factor in design and applications including optimization covers the strength of material theory in design. The constraints are generally related to the strength ... -
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 ... -
Building Information Management (BIM), A New Approach to Project Management
Kocakaya, Mustafa Nabi; Namlı, Ersin; Işıkdağ, Ümit (Kare Publishing, 2019)Building Information Modeling/Management (BIM) technology has attracted the attention of many researchers and academicians as a new concept that has increased rapidly in the construction sector in recent years. The ... -
Bulut tabanlı istatistik test seçimi ve veri nalizi aracı
Cansız, Sergen (Mimar Sinan Güzel Sanatlar Üniversitesi, 2019)[Abstract Not Available] -
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 ... -
An investigation on the attitudes towards adopting the design by coding paradigm
Turan, Bülent Onur; Şahin, Kemal; Işıkdağ, Ümit (Istanbul Teknik Universitesi, Faculty of Architecture, 2017)The recent developments in the digital technologies have led to an increase in the parametric modelling efforts and the use of parametric patterns in design. In order to manage this new paradigm where the design is becoming ... -
AN IOT ARCHITECTURE FOR FACILITATING INTEGRATION OF GEOINFORMATION
Işıkdağ, Ümit (2020)Background: GeoInformation, is very valuable for a range of fields ranging from location basedservices and navigation to smart cities and homes. On the other hand today many fields benefit from Internetof Things (IoT) ... -
LADM standartında mekansal veri oluşturulması ve WEB ortamında üç boyutlu olarak görselleştirilmesi
Sümbül, Murat (Mimar Sinan Güzel Sanatlar Üniversitesi, 2019)[Abstract Not Available] -
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 ... -
A machine learning approach on occupant number prediction for indoor spaces
Işıkdağ, Ümit; Şahin, Kemal; Cansiz, Sergen (International Society for Photogrammetry and Remote Sensing, 2018)The knowledge about the occupancy of an indoor space can serve to various domains ranging from emergency response to energy efficiency in buildings. The literature in the field presents various methods for occupancy ... -
Modern müzecilikte kullanılan interaktif tasarım yöntemlerinin ziyaretçiler üzerindeki etkilerinin araştırılması
Şardan, Burak (Mimar Sinan Güzel Sanatlar Üniversitesi, 2019)[Abstract Not Available] -
Ortaöğretim 10. sınıf öğrencileri için, görsel öğrenmeyi destekleyen infografik tasarımın tarih dersine olan tutuma etkisinin incelenmesi
Özdemir, İrem (Mimar Sinan Güzel Sanatlar Üniversitesi, 2019)[Abstract Not Available] -
Parametrik ve üretken tasarım araçlarının yapı analizi aşamasında kullanılması
Malgıt, Berk (Mimar Sinan Güzel Sanatlar Üniversitesi, 2020)Daha geniş tasarım alternatifleri keşfederek, doğrudan konsept tasarım aşamasında daha verimli yapısal çözümler bulunarak üretim maliyetleri de dahil olmak üzere diğer aşamaların maliyetleri azaltılabilir. Bu nedenle, ... -
Predicting the area moment of inertia of beam and column using machine learning and HyperNetExplorer
Aydın, Yaren; Niğdeli, Sinan Melih; Roozbahan, Mostafa; Bekdaş, Gebrail; Işıkdağ, Ümit (Springer, 2025)Beams and columns are the most important elements of steel frame structures. Damage to the beam or column can lead the structure to serious hazards and cause collapse. In the structural engineering literature, it has been ... -
Sergi alanlarının tasarım aşamasında yapı bilgi modeli tabanlı yangın simülasyonları
Özcan, Tuğay (Mimar Sinan Güzel Sanatlar Üniversitesi, Fen Bilimleri Enstitüsü, 2024)Yapı Bilgi Modellemesinin, yapı endüstrisi tarafından kullanılan bina yaşam döngüsü dışında kendisinden faydalanılan farklı alanları bulunmaktadır. Bir yapının dijital ikizi olma özelliği taşıması, Yapı Bilgi Modellerinin ... -
Sosyal Bilimler Araştırmacılarının İstatistik Paket Programlarına Karşı Tutumları
Işıkdağ, Ümit; Cansız, Sergen; Şahin, Kemal (Kastamonu Üniversitesi Eğitim Fakültesi, 2020)İstatistik araçları sosyal bilimler araştırmalarında, araş-tırma kapsamında toplanılan verilerin analiz edilebilmesiiçin sıklıkla kullanılmaktır. Doğru ve geçerli bir analizin yapılabilmesi için araştırmacıların, istatistik ... -
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 ...
