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This edited volume, Data-Driven Modeling and Explainable Machine Learning in Energy and Engine Systems, includes seven chapters that bring together recent methodological advances and practical applications of intelligent modeling techniques across a diverse range of engineering domains. Chapter 1 investigates short-term wind power prediction using real SCADA data, comparing traditional linear regression with recurrent neural networks to highlight the importance of temporal learning in capturing dynamic power generation behavior. Chapter 2 proposes a hybrid Prophet–XGBoost framework enriched...

Architects in Turkey have made extensive reference to traditional Anatolian building styles in recent work. However, there has been little systematic study of how they have gone about the use of these references. This research analyses varied approaches of designers and their ways of interpreting the vernacular heritage in recent living environments. This research is not designed to investigate the architectural design process itself; the aim is rather to look for possible influences of the archetypes of vernacular and regional architecture in contemporary architecture in order to create a...