Reducing the Number of Different Faces in Free-Form Surface Approximations Through Clustering and Optimization

IF 3 3区 计算机科学 Q2 COMPUTER SCIENCE, SOFTWARE ENGINEERING Computer-Aided Design Pub Date : 2023-10-21 DOI:10.1016/j.cad.2023.103633
Yuanpeng Liu , Ting-Uei Lee , Anooshe Rezaee Javan , Nico Pietroni , Yi Min Xie
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Abstract

Free-form structures are highly valued for their aesthetic appeal in architecture, but they typically comprise panels of many different shapes, which can pose great challenges for building construction. In this study, we aim to address this issue by proposing a novel clustering–optimization method to reduce the number of different n-gonal faces in free-form surface approximations. The method partitions the faces into several groups of similar shapes through clustering and transforms the ones within each group toward congruent forms through optimization. By utilizing this approach, the number of geometrically different panels can be reduced while also satisfying a user-specified error threshold. The potential practical application of this method is demonstrated by redesigning the façade of a real architectural project to achieve cost-effective solutions.

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通过聚类和优化减少自由曲面逼近中不同面的数量
自由形式的结构因其在建筑中的美学吸引力而受到高度重视,但它们通常由许多不同形状的面板组成,这对建筑施工构成了巨大的挑战。在本研究中,我们的目标是通过提出一种新的聚类优化方法来减少自由曲面近似中不同n-多边形面的数量来解决这一问题。该方法通过聚类将人脸分成几组形状相似的人脸,并通过优化将每组内的人脸转换为全等形状。通过使用这种方法,可以减少几何上不同面板的数量,同时还可以满足用户指定的错误阈值。该方法的潜在实际应用是通过重新设计一个真实的建筑项目的立面来实现经济有效的解决方案。
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来源期刊
Computer-Aided Design
Computer-Aided Design 工程技术-计算机:软件工程
CiteScore
5.50
自引率
4.70%
发文量
117
审稿时长
4.2 months
期刊介绍: Computer-Aided Design is a leading international journal that provides academia and industry with key papers on research and developments in the application of computers to design. Computer-Aided Design invites papers reporting new research, as well as novel or particularly significant applications, within a wide range of topics, spanning all stages of design process from concept creation to manufacture and beyond.
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