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3D solid model retrieval for engineering reuse based on local feature correspondence

机译:基于局部特征对应的3D实体模型检索以实现工程重用

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摘要

For engineering applications, a new design can be developed efficiently from an existing design with the same features, functions, and manufacturing properties. Although several techniques have been developed for assessing the similarity among models, most methods focus on the global shape of models. This work presents an innovative retrieval architecture that can be utilized to acquire similar mechanical artifacts based on the local feature correspondence. This work defines an attributed graph for a B-rep structure to retain the geometric and topological data from Standard for the Exchange of Product model data (STEP) format. Local feature correspondence is evaluated by identifying the size of the common subgraph from the graph descriptor. This work applies a novel scheme, called independent maximal cliques (IMC) detection, and a simulated annealing algorithm to solve the graph-matching problem. The association graph, which is used for IMC detection, is constructed from two attributed graphs while retaining their attributes. All independent maximal cliques, which represent the maximum number of common features between models, are identified using simulated annealing. Therefore, the retrieval framework can achieve the engineering goal of model reuse by measuring the local feature correspondence between solid models via IMC detection. The experimental results, obtained from the retrieval system built on the product data management (PDM) system, demonstrates the practicality of this work for 3D model retrieval for engineering reuse based on local feature correspondence. Keywords Local feature correspondence - Solid model retrieval - Engineering reuse - Graph descriptor - Graph matching
机译:对于工程应用,可以从具有相同特征,功能和制造属性的现有设计中高效地开发新设计。尽管已经开发了多种技术来评估模型之间的相似性,但是大多数方法都集中在模型的整体形状上。这项工作提出了一种创新的检索体系结构,该体系结构可用于根据局部特征对应关系获取相似的机械伪像。这项工作为B-rep结构定义了一个属性图,以保留标准的产品交换模型数据(STEP)格式的几何和拓扑数据。通过从图描述符中识别公共子图的大小来评估局部特征对应关系。这项工作应用了一种称为独立最大集团(IMC)检测的新颖方案,以及一种模拟退火算法来解决图匹配问题。用于IMC检测的关联图由两个属性图构成,同时保留了它们的属性。使用模拟退火识别代表模型之间共有最大特征的所有独立最大集团。因此,检索框架可以通过IMC检测来测量实体模型之间的局部特征对应关系,从而达到模型重用的工程目标。从建立在产品数据管理(PDM)系统上的检索系统获得的实验结果证明了这项工作对于基于局部特征对应的3D模型检索以进行工程重用的实用性。关键词局部特征对应-实体模型检索-工程重用-图描述符-图匹配

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