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An Intelligent Identification Approach of Assembly Interface for CAD Models

Computer Modeling in Engineering & Sciences 2023年第10期137卷 859-878页

作者： Yigang Wang Hong Li Wanbin Pan Weijuan Cao Jie Miao Xiaofei Ai Enya Shen School of Media and Design Hangzhou Dianzi UniversityHangzhou310001China School of Software Tsinghua UniversityBeijing100084China

kinematic semantics is often an important content of a CAD model(it refers to a single part/solid model in this work)in many applications,but it is usually not the belonging of the model,especially for the one retrieved from a common ***,the effective and automatic method to reconstruct the above information for a CAD model is still *** address this issue,this paper proposes a smart approach to identify each assembly interface on every CAD model since the assembly interface is the fundamental but key element of reconstructing kinematic ***,as the geometry of an assembly interface is formed by one or more adjacent faces on each model,a face-attributed adjacency graph integrated with face structure fingerprint is *** can describe each CAD model as well as its assembly interfaces *** that,aided by the above descriptor,an improved graph attention network is developed based on a new dual-level anti-interference filtering mechanism,which makes it have the great potential to identify all representative kinds of assembly interface faces with high accuracy that have various geometric shapes but consistent kinematic ***,based on the abovementioned graph and face-adjacent relationships,each assembly interface on a model can be ***,experiments on representative CAD models are implemented to verify the effectiveness and characteristics of the proposed *** results show that the average assembly-interface-face-identification accuracy of the proposed approach can reach 91.75%,which is about 2%–5%higher than those of the recent-representative graph neural ***,compared with the state-of-the-art methods,our approach is more suitable to identify the assembly interfaces(with various shapes)for each individual CAD model that has typical kinematic pairs.

关键词： Assembly interface identification kinematic semantics reconstruction attributed adjacency graph graph neural network

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