@inproceedings{ac231e1aebd2475082cd4474508219dd,
title = "CHARACTERIZING RESIDENTIAL BUILDING PATTERNS IN HIGHDENSITY CITIES USING GRAPH CONVOLUTIONAL NEURAL NETWORKS",
abstract = "In urban morphology studies, accurately classify ingresidential building patterns is crucial for informed zoning and urban design guidelines. While machine learning, particularly neural networks, has been widely applied to urban form taxonomy, most studies focus on grid-like data from street-view images or satellite imagery. Our paper provides a novel framework for graph classification by extracting features of clustering buildings at different scales and training a spectral-based GCN model on graph-structured data. Furthermore, from the perspective of urban designers, we put forward corresponding design strategies for different building patterns through data visualization and scenario analysis. The findings indicate that GCNhas a good performance and generalization ability in identify ingresidential building patterns, and this framework can aid urban designers or planners in decision-making for diverse urban environments in Asia.",
keywords = "Building pattern classification, Graph convolutional neural networks, Machine learning, Urban morphology",
author = "Muxin Jia and Kaiheng Zhang and Taro Narahara",
note = "Publisher Copyright: {\textcopyright} 2024 and published by the Association for Computer-Aided Architectural Design Research in Asia (CAADRIA), Hong Kong.; 29th International Conference on Computer-Aided Architectural Design Research in Asia, CAADRIA 2024 ; Conference date: 20-04-2024 Through 26-04-2024",
year = "2024",
doi = "10.52842/conf.caadria.2023.2.039",
language = "English (US)",
isbn = "9789887891826",
series = "Proceedings of the International Conference on Computer-Aided Architectural Design Research in Asia",
publisher = "The Association for Computer-Aided Architectural Design Research in Asia",
pages = "39--48",
editor = "Nicole Gardner and Herr, {Christiane M.} and Likai Wang and Hirano Toshiki and Khan, {Sumbul Ahmad}",
booktitle = "Accelerated Design - 29th International Conference on Computer-Aided Architectural Design Research in Asia, CAADRIA 2024",
}