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首页> 外文期刊>Nexus Network Journal >Comparing and Clustering Residential Layouts Using a Novel Measure of Grating Difference
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Comparing and Clustering Residential Layouts Using a Novel Measure of Grating Difference

机译:使用新颖的光栅差异测量来比较和聚类住宅布局

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摘要

Clustering is widely used as a knowledge discovery method in scientific studies but is not often used in architectural research. This paper applies clustering to a dataset of 129 residential layouts, which were collected from contemporary architectural practices, to reveal underlying design patterns. To achieve this, this paper introduces a novel measure for the topological properties of layouts: 'grating difference measure'. It was benchmarked against an alternative that measures geometrical properties and the advantages are explained. The grating difference measure indicates the extent of design differences, which is used in the clustering method to obtain the distance between datapoints. The results from clustering were grouped into design schematics and qualitatively assessed, showing a convincing separation of characteristics. The method demonstrated in this paper may be used to reveal topological patterns in datasets of existing designs for both academic and practical purposes.
机译:聚类广泛用作科学研究中的知识发现方法,但不经常用于建筑研究。本文将群集应用于129个住宅布局的数据集,该数据集从当代建筑实践中收集,以揭示底层设计模式。为此,本文介绍了布局拓扑特性的新措施:“光栅差异测量”。它与衡量几何特性的替代方案基准测试,并解释了优势。光栅差异测量指示设计差异的程度,它用于聚类方法以获得数据点之间的距离。将聚类结果分组为设计原理图和定性评估,显示出令人信服的特性分离。本文所示的方法可用于揭示学术和实际目的的现有设计的数据集中的拓扑模式。

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