Interface-Based Search and Automatic Reassembly of CAD Models for Database Expansion and Model Reuse

IF 3 3区 计算机科学 Q2 COMPUTER SCIENCE, SOFTWARE ENGINEERING Computer-Aided Design Pub Date : 2023-10-28 DOI:10.1016/j.cad.2023.103630
Lucas Vergez, Arnaud Polette, Jean-Philippe Pernot
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Abstract

This paper introduces a new framework for reassembling CAD models of mechanical parts. The generated CAD assemblies are well-constrained, with collision-free parts, and they are ready-to-use for downstream applications. First, input dead CAD models candidate for the reassembly are sorted following a part-by-part interface-based identification algorithm that is capable of characterizing each part according to the assembly slots and interfaces it offers. The slots are then hashed, and the resulting keys are used for fast search of parts in the database. Thus, the parts that can be assembled are quickly identified, and their assembly can be considered according to various scenarios. To support the reassembly steps and satisfy the constraints associated with the specified interfaces, a collision-free kinematic constraint solver is also proposed. During the reassembly steps, the geometry of the slots can also be automatically modified to adjust their dimensions, in order to ensure a perfect fit and to avoid interference at the level of the interfaces. The resulting database can also be further expanded while modifying the relative positions/orientations of the assembled parts. The approach is illustrated on several test cases covering different exploitation scenarios, ranging from simple model reuse to database expansion for machine learning-based applications. Such an automatic reassembly process is particularly innovative, and it clearly paves the way for smart assembly procedures.

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面向数据库扩展和模型重用的基于接口的CAD模型搜索与自动重组
介绍了一种机械零件CAD模型重组的新框架。生成的CAD组件具有良好的约束,具有无碰撞的部件,并且可以随时用于下游应用程序。首先,根据基于零件接口的识别算法对用于重组的候选输入死CAD模型进行排序,该算法能够根据其提供的装配槽和接口对每个零件进行表征。然后对槽进行散列,得到的键用于在数据库中快速搜索零件。因此,可以快速识别可以组装的部件,并且可以根据各种场景考虑它们的组装。为了支持重组步骤并满足与指定接口相关的约束,还提出了无碰撞运动约束求解器。在重新组装过程中,还可以自动修改槽的几何形状以调整其尺寸,以确保完美配合并避免接口层面的干扰。在修改组装部件的相对位置/方向时,还可以进一步扩展生成的数据库。该方法在几个测试用例上进行了说明,这些测试用例涵盖了不同的开发场景,从简单的模型重用到基于机器学习的应用程序的数据库扩展。这种自动重新组装过程特别具有创新性,它显然为智能组装程序铺平了道路。
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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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