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41 results for “Machine Learning Models”

Research Article Open Access El Yazısı Karakterlerin Tanınmasında Derin Sinir Ağlarının Etkinliği Kısıtlı ve Geniş Sınıf Yapılarının Performans Analizi
Erdin Fidan, Fidan E, Mahir Kaya, Kaya M
International Symposium on AI-Driven Engineering Systems 2025 https://doi.org/10.36287/setsci.22.65.001

Bu çalışmada, el yazısı karakterlerin tanınmasına yönelik derin öğrenme tabanlı bir model geliştirilmiştir. Model, farklı sayıda çıkış sınıfı (karakter) için test edilmiş; yalnızca 10 karakterin sınıflandırıldığı senaryoda %96 doğruluk oranı elde edilirken, sı…

Review Open Access Building and Urban-Scale Energy Modeling: A Comparative Literature Review of Building Energy Modeling (BEM) and Urban Building Energy Modeling (UBEM)
Sevilay Akalp, Akalp S, Dilan Kakdaş Ateş, Kakdaş Ateş D
7th International Symposium on Innovation in Architecture, Planning and Design 2025 https://doi.org/10.36287/setsci.23.60.001

Cities consume over two-thirds of the world’s energy and account for more than 70% of global CO₂ emissions. Given these negative impacts, cities are major contributors to climate change, one of the most pressing challenges of the 21st century. As dynamic organ…

Research Article Open Access Predictive Analytics for Regulatory Risk in Open Finance: A Data-Driven Framework
Madhu Thota, Thota M, Tuncay Bayrak, Bayrak T
International Conference on Open Finance 2025 https://doi.org/10.36287/setsci.24.4.030

The emergence of Open Finance is reshaping the global financial landscape by enabling greater data accessibility, interoperability, and innovation. However, this expanded connectivity introduces new layers of regulatory complexity, raising urgent concerns rega…

Research Article Open Access Blockchain Powered Interaction for Gamification of Smart Cities
Yasin Celik, Celik Y
7th International Symposium on Innovation in Architecture, Planning and Design 2025 https://doi.org/10.36287/setsci.23.8.001

The rapid growth of city populations and the increasing complexity of managing city infrastructure have led to the emergence of smart cities, which rely on advanced technologies to optimise urban services. However, one of the key challenges facing smart cities…

Research Article Open Access Lightweight Attention-Based Framework for Semantic Segmentation and Compression of 3D LiDAR Data
Rytis Maskeliünas, Maskeliünas R, Sarmad Maqsood, Maqsood S
International Symposium on AI-Driven Engineering Systems 2025 https://doi.org/10.36287/setsci.22.5.001

Efficient semantic segmentation and compression of 3D point cloud data are essential for enabling scalable, real-world applications involving large-scale LiDAR environments. This work presents a lightweight hybrid framework that integrates point transformer v3…

Research Article Open Access Advanced Maritime Vessel Detection in Satellite Imagery Using Masati-V2
Keerthi Reddy Gudibandi, Gudibandi K, Sreeram Venkata Sai Suchitha, Suchitha S, Chamarthi Sreenivasulu, Sreenivasulu C, Koduru Hajarathaiah, Hajarathaiah K
International Symposium on AI-Driven Engineering Systems 2025 https://doi.org/10.36287/setsci.22.15.001

Maritime vessel detection in satellite images address real time issues such as maritime security, illegal fishing and environmental monitoring, which require efficient tracking of vessels in large scale. Maritime vessel detection is challenged by limited annot…

Research Article Open Access Disaster Governance and Recovery Efficiency in Türkiye and Japan: A Comparative Analysis of Post-Earthquake Reconstruction
Aydın Oğuz, Oğuz A, Osman Hansu, Hansu O
7th International Symposium on Innovation in Architecture, Planning and Design 2025 https://doi.org/10.36287/setsci.23.56.001

This study presents a comparative analysis of post-earthquake recovery governance in Türkiye and Japan, focusing on the 1999 Kocaeli, 2011 Tōhoku, and 2023 Kahramanmaraş earthquakes. Employing qualitative document analysis and cross-case timeline mapping, it e…

Research Article Open Access Gamified Workscapes: Alfa Kuşağına Uygun Oyunlaştırma ve Deneyim Odaklı Ofis Tasarımı
Bihter Erdem Okumuş, Erdem Okumuş B
7th International Symposium on Innovation in Architecture, Planning and Design 2025 https://doi.org/10.36287/setsci.23.11.001

Bu çalışma, dijitalleşmenin tüm katmanlarına nüfuz ettiği bir çağda yetişen Alfa kuşağının özgün bilişsel, duygusal ve sosyal özelliklerini iç mekân tasarımı bağlamında incelemektedir. Araştırma, dijital teknolojilere yalnızca hâkim değil; onlarla bütünleşik y…

Research Article Open Access AICrypto‑Assistant: A Multi‑Agent LLM Platform for Democratizing Crypto‑Asset Analysis
Mimoza Dimodugno, Dimodugno M, Mehdi Mammadov, Mammadov M
International Conference on Open Finance 2025 https://doi.org/10.36287/setsci.24.2.017

Market democratization through conversational AI represents a critical frontier in financial technology, yet cryptocurrency analysis remains dominated by institutional players with sophisticated toolchains. We introduce AICrypto-Assistant, the first open-sourc…

Research Article Open Access Assessment of Outdoor Thermal Comfort in Different Courtyard Types: A Case Study of Konya, Turkey
Hande Büşra Geyikli, Geyikli H, Fatih Canan, Canan F
7th International Symposium on Innovation in Architecture, Planning and Design 2025 https://doi.org/10.36287/setsci.23.14.001

Courtyards hold significant functional value in both traditional and contemporary architecture. They serve as open-air spaces that facilitate social interaction for users within urban environments. In order for these spaces to be utilized more efficiently by u…

Research Article Open Access Integrating Blockchain and BIM for Transparent Heritage Restoration to Mitigate the Challenges of Authenticity and Integrity: A Theoretical Framework
Yasin Celik, Celik Y, Tuğçe Büşra Su-Cadirci, Su-Cadirci T
7th International Symposium on Innovation in Architecture, Planning and Design 2025 https://doi.org/10.36287/setsci.23.53.001

Heritage restoration projects face numerous challenges, including the preservation of historical accuracy, effective stakeholder collaboration, and maintaining transparent records of interventions. This paper proposes a theoretical framework that integrates Bu…

Research Article Open Access BIM Cost Management: ROI on BIM Implemented Projects in the Construction Industry
Mustafa Nabi Kocakaya, Kocakaya M, Yasin Celik, Celik Y, Omer Giran, Giran O, Osman Hurol Turkakin, Turkakin O
7th International Symposium on Innovation in Architecture, Planning and Design 2025 https://doi.org/10.36287/setsci.23.54.001

This study investigates the return on investment (ROI) of Building Information Modelling (BIM) in the construction industry and addresses common barriers to its adoption such as high start-up costs and lack of familiarity with the technology. Despite its prove…

Research Article Open Access Amasya Kent Merkezinde Fiziksel Zarar Görebilirlik Düzeylerinin Mekânsal Analizi: CBS Tabanlı Bir Yaklaşım
Harun Ceylan, Ceylan H, Rabia Karamustafa, Karamustafa R, Süleyman Tuğrul Kılıç, Kılıç S, Aslı Altanlar, Altanlar A
7th International Symposium on Innovation in Architecture, Planning and Design 2025 https://doi.org/10.36287/setsci.23.83.001

Afet risklerinin azaltılmasında, fiziksel zarar görebilirlik düzeylerinin mekânsal olarak belirlenmesi ve görselleştirilmesi, kentsel dayanıklılığın artırılması açısından kritik bir öneme sahiptir. Bu çalışma, Amasya kent merkezinde afet kaynaklı fiziksel kırı…

Research Article Open Access Kadın Dostu Kent Kriterleri Açısından Kent Parklarının Değerlendirilmesi
Kübra Bülbül, Bülbül K, Neslihan Demircan, Demircan N
7th International Symposium on Innovation in Architecture, Planning and Design 2025 https://doi.org/10.36287/setsci.23.110.001

Bu çalışma, kadın dostu kent yaklaşımı çerçevesinde kent parklarının toplumsal cinsiyet eşitliği odaklı bir bakışla değerlendirilmesini amaçlamaktadır. Kentte kadınların kamusal mekânları kullanım biçimleri, yaşadıkları sorunlar ve mekânsal beklentileri üzerin…

Research Article Open Access Preserving the past: Capturing heritage with 3D laser scanning technology
Jasna Grujoska-Kuneska, Grujoska-Kuneska J, Veronika Shendova, Shendova V
7th International Symposium on Innovation in Architecture, Planning and Design 2025 https://doi.org/10.36287/setsci.23.9.001

Heritage buildings are valuable cultural and historical assets that create tangible connection to our past and provide many social and economic benefits. These buildings are often threatened by various environmental and human factors, which impose the need for…

Research Article Open Access Evaluation of Emergency Escape Process in Student Dormitories
Bilgehan Bakırhan, Bakırhan B, Sebile Merve Korkmaz, Korkmaz S
7th International Symposium on Innovation in Architecture, Planning and Design 2025 https://doi.org/10.36287/setsci.23.97.001

This study aims to evaluate fire safety and escape route design in student dormitories. Ismail Necati Efendi KYK Dormitory and Hubbi Hatun Dormitory in Karabük province were comparatively examined in terms of space organization, user density, number and placem…

Research Article Open Access Reinforcement Of Historical Arch Structures with CFRP Fabric Using Finite Element Method
Şükran Sueda Müezzinoğlu, Müezzinoğlu Ş, Ali İhsan Çelik, Çelik A
7th International Symposium on Innovation in Architecture, Planning and Design 2025 https://doi.org/10.36287/setsci.23.118.001

Stone arches have been among the important structures in architecture and engineering throughout history. However, they can be damaged over time due to environmental impacts, conditions of use and natural disasters. Therefore, modern strengthening methods are …

Research Article Open Access A Conceptual Framework for AI-Assisted Monitoring in Microalgae Cultivation: A Case Study on Synechococcus elongatus PCC 3055
Betül Güroy, Güroy B, Derya Güroy, Güroy D, İzzet Şahin, Şahin İ, Serhan Mantoğlu, Mantoğlu S, Mustafa Rüçhan Pekcan, Pekcan M
International Symposium on AI-Driven Engineering Systems 2025 https://doi.org/10.36287/setsci.22.29.001

Microalgae are recognized as environmentally sustainable and biologically renewable resources for the production of high-value products such as biomass, biofuels, dietary supplements, and pharmaceuticals. However, their large-scale cultivation is highly sensit…

Research Article Open Access Exploring Integrity in Javanese Islamic Sites Through Archival Study and the Lens of the HUL Paradigm
Karina Tucunan, Tucunan K
7th International Symposium on Innovation in Architecture, Planning and Design 2025 https://doi.org/10.36287/setsci.23.31.001

This paper explores the role of archival study in exploring site integrity within the Historic Urban Landscape (HUL) framework, using the case of Islamic heritage sites in Java, Indonesia. In contexts where material traces have been lost or obscured, archival …

Research Article Open Access Visualizing Pedestrian Perception: Eye-Tracking Analysis for Walkable Urban Environments
Mahzerin Sultana, Sultana M, Shuva Chowdhury, Chowdhury S, Balakrishna Gokaraju, Gokaraju B, Raymond C. Tesiero, Tesiero R, Md Fahim Shahriar, Shahriar M
7th International Symposium on Innovation in Architecture, Planning and Design 2025 https://doi.org/10.36287/setsci.23.36.001

Understanding pedestrian perception is essential for designing walkable and inclusive urban environments. This study employs real-world eye-tracking to investigate how pedestrians visually engage with urban streetscapes during everyday navigation. Using wearab…

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