20 results for “process variable”
Review
Open Access Comparative Review of Machine Learning Methods in Revenue Forecasting
Ali Taghiyev, Taghiyev A, Özkan İnik, İnik Ö
International Symposium on AI-Driven Engineering Systems 2025 https://doi.org/10.36287/setsci.22.54.001
In this study, a classification problem is discussed to predict whether individuals' annual income levels are above $50,000. The UCI Adult Income Dataset, which is derived from the 1994 US Census (Census) data and is widely used in the field of machine learnin…
Research Article
Open Access A Comparative Evaluation of Interpolation and Generative Oversampling Techniques for Predictive Maintenance
Abdazeez Atere, Atere A, Hasan Kivrak, Kivrak H
International Symposium on AI-Driven Engineering Systems 2025 https://doi.org/10.36287/setsci.22.21.001
Predictive maintenance (PdM) enhances industrial operational efficiency by facilitating timely detection of equipment failures using machine learning models developed from historical maintenance data. Real-world industrial datasets frequently exhibit signific…
Research Article
Open Access Deep Learning Approaches for Lung Cancer Classification: A Comparative Study of Multiple Model Architectures
Ayşe Nur Durmaz, Durmaz A, Nihan Özbaltan, Özbaltan N
International Symposium on AI-Driven Engineering Systems 2025 https://doi.org/10.36287/setsci.22.41.001
Early detection of lung cancer remains a critical challenge in medical imaging, where accurate classification between benign and malignant pulmonary nodules can significantly impact patient outcomes. This study presents a comprehensive comparative analysis of …
Research Article
Open Access Opportunities and Challenges of Using Artificial Intelligence in the Educational System
Inga Abuladze, Abuladze I
International Symposium on AI-Driven Engineering Systems 2025 https://doi.org/10.36287/setsci.22.12.001
Author research interest is using AI tools in learning in any field connected with education. In this study proposes the idea of how to make the educational process more flexible in the post-pandemic period using the Artificial Intelligence (AI) technologies. …
Research Article
Open Access Geographic Identity Process and Ecodesign in Designesart
Raul Cunca, Cunca R, Carla Paoliello, Paoliello C
7th International Symposium on Innovation in Architecture, Planning and Design 2025 https://doi.org/10.36287/setsci.23.4.001
The Designesart Collection was created as part of the master’s program in Furniture and Interior Design at the Instituto Politécnico de Castelo Branco’s Escola Superior de Artes Aplicadas, Portugal. It is a product series that values inherent Beira Baixa’s ter…
Research Article
Open Access Moda Endüstrisinde Çevresel Sürdürülebilirlik Projelerinin Birleşmiş Milletler Sürdürülebilir Kalkınma Hedefleriyle İlişkisi
Meryem Camcı, Camcı M, Tuğba Şener, Şener T
7th International Symposium on Innovation in Architecture, Planning and Design 2025 https://doi.org/10.36287/setsci.23.10.001
Moda endüstrisinde hızlanan üretim ve tüketim döngüsü ciddi çevresel sorunlara yol açmaktadır. Bu nedenle sürdürülebilir tasarım ve üretim uygulamaları büyük önem kazanmıştır. Temelleri 1960’lı yıllarda atılan sürdürülebilirlik hareketi, moda endüstrisinde çev…
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 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 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 Comparative Risk Management Strategies in Urban Mega-Projects: Insights into Regulatory Frameworks and Digital Tools from the United Kingdom and Türkiye
Osman Hansu, Hansu O, Aydın Oğuz, Oğuz A
7th International Symposium on Innovation in Architecture, Planning and Design 2025 https://doi.org/10.36287/setsci.23.59.001
This study offers a comparative analysis of construction risk management practices in the United Kingdom (UK) and Türkiye, focusing on regulatory frameworks, technological integration, and practical methodologies. The UK, utilizing the Construction (Design and…
Research Article
Open Access Curating Urban Identity in Space: The Bursa State Fine Arts Gallery
Nazlı Taraz Varışlıaslan, Varışlıaslan N
7th International Symposium on Innovation in Architecture, Planning and Design 2025 https://doi.org/10.36287/setsci.23.16.001
This study proposes a multi-layered reading of the Bursa State Fine Arts Gallery by handling the building as a cultural heritage of the Republican period, symbolizing the government's modernization reforms in the late 1950s. This period corresponds to the firs…
Research Article
Open Access The Pantheon: Architecture of the Divine Light and Shadow
Milind Ashok Kamble, Kamble M, Preksha Gupta, Gupta P
7th International Symposium on Innovation in Architecture, Planning and Design 2025 https://doi.org/10.36287/setsci.23.27.001
Few ancient structures inspire spiritual reverence and architectural awe like the Roman Pantheon. Designed as a temple and a cosmological instrument, the Pantheon depicts how Roman architects transformed daylight into a divine symbol. This paper examines the s…
Research Article
Open Access Afetle Kopan Bağlar: 6 Şubat Depremi Sonrası Diyarbakır’da Zorunlu Yerinden Edilmenin Sosyal ve Mekânsal Yansımaları
Meryem Bakır, Bakır M, Aslı Altanlar, Altanlar A
7th International Symposium on Innovation in Architecture, Planning and Design 2025 https://doi.org/10.36287/setsci.23.76.001
6 Şubat 2023 tarihli Kahramanmaraş merkezli depremler, Diyarbakır’da ciddi fiziksel yıkımların yanı sıra toplumsal ve mekânsal düzeyde derin dönüşümlere neden olmuştur. Bu çalışma, Diyarbakır’da afet sonrası TOKİ konutlarına zorunlu olarak yerleştirilen bireyl…
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 Enhancing Stakeholder Engagement in Transportation Infrastructure Projects through Building Information Modelling
Yasin Celik, Celik Y, Mehmet Arif Aktog, Aktog M, Mustafa Nabi Kocakaya, Kocakaya M
7th International Symposium on Innovation in Architecture, Planning and Design 2025 https://doi.org/10.36287/setsci.23.94.001
This paper explores the transformative role of Building Information Modelling (BIM) in enhancing stakeholder engagement in transportation infrastructure projects. Drawing on literature, real-world case studies, and survey results from 32 stakeholders, the rese…
Review
Open Access Sustainability in Office Architecture: Evolution of Strategies, Policies, and Design Approaches from 1970 to the Present
Mehmet Arif Aktog, Aktog M
7th International Symposium on Innovation in Architecture, Planning and Design 2025 https://doi.org/10.36287/setsci.23.95.001
This paper examines the development of sustainable architectural design strategies in office buildings from 1970 to the present. Drawing on literature, policies, and historical examples, it traces the transformation of sustainability from a loosely defined env…
Research Article
Open Access Mobil Peyzaj Pratiklerinin Afet Yönetimine Entegrasyonu
Ali Can Kuzulugil, Kuzulugil A, Başak Aytatlı, Aytatlı B
7th International Symposium on Innovation in Architecture, Planning and Design 2025 https://doi.org/10.36287/setsci.23.122.001
Afet sonrası mekânsal planlama yaklaşımları, yalnızca fiziksel altyapının yeniden inşasına değil; aynı zamanda sosyal iyileşme, çevresel sürdürülebilirlik ve geçici yaşamın örgütlenmesine yönelik çok boyutlu müdahaleleri içermektedir. Özellikle deprem gibi afe…
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 XAI-Powered Comparative Diabetes Prediction with XGBoost, SVM and Artificial Neural Networks
Furkan Sefa Demirci, Demirci F, Remzi Yıldırım, Yıldırım R
International Symposium on AI-Driven Engineering Systems 2025 https://doi.org/10.36287/setsci.22.30.001
In this study, diabetes prediction was conducted using XGBoost, Support Vector Machines (SVM), and a Multilayer Artificial Neural Network (ANN). Attributes that cannot be biologically ‘0’ (e.g. glucose, BMI) were first marked as NaN. After filling the missing …
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…
