Advancing graph-supported machine learning in generative design for architectural engineering
Hanmo Wang, Zhuyin Lu, Shawn Owyong, Huan Ting Chen, Cai Wu, Tam H. Nguyen, Alexander Lin
December, 2025Abstract
This review maps how graph-supported machine learning is used in generative design for architectural engineering. It examines data, modelling approaches, and practical limitations, and identifies opportunities for combining graph models with physical knowledge and designer feedback.
Publication
Automation in Construction, 180, 106530
Published in Automation in Construction, volume 180, article 106530 (December 2025).

Assistant Professor
I study computational urban morphology, GeoAI, and data-driven urban design, developing reproducible methods for understanding cities across scales.