[HTML][HTML] The artificial intelligence reformation of sustainable building design approach: A systematic review on building design optimization methods using surrogate …

I Elwy, A Hagishima - Energy and Buildings, 2024 - Elsevier
Artificial Intelligence (AI) applications in building performance prediction for environmental
sustainability outcomes play a significant role in compensating for computationally …

PCA-ANN integrated NSGA-III framework for dormitory building design optimization: Energy efficiency, daylight, and thermal comfort

A Razmi, M Rahbar, M Bemanian - Applied Energy, 2022 - Elsevier
Abstract “Framework” and “case-study” are the two most prominent features in the
optimization of architectural building design. The first can improve the speed of the process …

Metaheuristic optimization of roof designs to enhance energy performance and thermal comfort using parametrization and machine learning

H Alaa, M Yehia, M Ayoub - Solar Energy, 2025 - Elsevier
The roof component is the main cause of heat build-up in low-rise residential buildings. The
paper aims to propose an optimized roof model in terms of geometrical configuration and …

[PDF][PDF] Deep learning-based surrogate modeling for performance-driven generative design systems

S Yousif, D Bolojan - Proc of the 27th International Conference …, 2022 - scholar.archive.org
Within the context of recent research to augment the design process with artificial
intelligence (AI), this work contributes by introducing a new method. The proposed method …