Rethinking the Urban Design Process from a Data Perspective

被引:0
|
作者
Liu, Yuezhong [1 ]
Stouffs, Rudi [1 ]
Tablada, Abel [1 ]
机构
[1] Natl Univ Singapore, Singapore, Singapore
关键词
energy performance; S3VM; decision tree; familiar and unfamiliar; DATA-MINING APPROACH; FRECHET DISTANCE; TEMPERATURE; SIMULATION; BUILDINGS; NETWORK; CLIMATE; MODEL;
D O I
暂无
中图分类号
TU [建筑科学];
学科分类号
0813 ;
摘要
Urban design always requires the processing of large amounts of data from multi-disciplinary sources during the decision-making stages. However, unfamiliar multi-disciplinary data sets can only lead to confusion and uncertainty. This research proposes a data-driven approach for supporting the urban design process. A hybrid data mining method is used to cluster, classify and rank solution-instances according to geometrical properties and energy performance. An urban design case study is used to demonstrate the proposed method with respect to two performance issues: solar heat gains and natural ventilation. The result shows that the method addressing both familiar and unfamiliar data can effectively guide the designer during the design process.
引用
收藏
页码:449 / 460
页数:12
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