将非结构化数据转换为CSG模型的方法综述

IF 4.3 3区 材料科学 Q1 ENGINEERING, ELECTRICAL & ELECTRONIC ACS Applied Electronic Materials Pub Date : 2023-11-23 DOI:10.1016/j.cad.2023.103655
Pierre-Alain Fayolle , Markus Friedrich
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引用次数: 0

摘要

本文的目标是从非结构化数据(如3D点云或多边形网格)中恢复或提取CSG(建设性实体几何)表示的现有方法进行调查。我们回顾和讨论了相关的主题,如输入数据的分割和拟合。我们涵盖了从多面体到CSG表达式的转换和B-rep到CSG表达式的转换的实体建模技术。我们着眼于来自程序合成、进化技术(如遗传编程或遗传算法)和深度学习的方法。最后,我们通过讨论生成涉及高级构造、表示和表示实体的操作的计算机程序的技术来结束我们的调查。
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A Survey of Methods for Converting Unstructured Data to CSG Models

The goal of this document is to survey existing methods for recovering or extracting CSG (Constructive Solid Geometry) representations from unstructured data such as 3D point-clouds or polygon meshes. We review and discuss related topics such as the segmentation and fitting of the input data. We cover techniques from solid modeling for the conversion of a polyhedron to a CSG expression and for the conversion of a B-rep to a CSG expression. We look at approaches coming from program synthesis, evolutionary techniques (such as genetic programming or genetic algorithm), and deep learning. Finally, we conclude our survey with a discussion of techniques for the generation of computer programs involving higher-level constructs, representations, and operations for representing solids.

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来源期刊
CiteScore
7.20
自引率
4.30%
发文量
567
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