An Assembly Information Model Based on Knowledge Graph

There are heterogeneous problems between the CAD model and the assembly process document. In the planning stage of assembly process, these heterogeneous problems can decrease the efficiency of information interaction. Based on knowledge graph, this paper proposes an assembly information model (KGAM) to integrate geometric information from CAD model, non-geometric information and semantic information from assembly process document. KGAM describes the integrated assembly process information as a knowledge graph in the form of “entity-relationship-entity” and “entity-attribute-value”, which can improve the efficiency of information interaction. Taking the trial assembly stage of a certain type of aero-engine compressor rotor component as an example, KGAM is used to get its assembly process knowledge graph. The trial data show the query and update rate of assembly attribute information is improved by more than once. And the query and update rate of assembly semantic information is improved by more than twice. In conclusion, KGAM can solve the heterogeneous problems between the CAD model and the assembly process document and improve the information interaction efficiency.

[1]  Zhang Zhenming Model-based definition process information modeling and application , 2012 .

[2]  Nabil Anwer,et al.  An ontology-based modelling and reasoning framework for assembly sequence planning , 2018 .

[3]  Xiaoyan Zhu,et al.  Commonsense Knowledge Aware Conversation Generation with Graph Attention , 2018, IJCAI.

[4]  MengChu Zhou,et al.  A Petri Net-Based Discrete-Event Control of Automated Manufacturing Systems With Assembly Operations , 2015, IEEE Transactions on Control Systems Technology.

[5]  Niels Lohse,et al.  Ontology-driven generation of Bayesian diagnostic models for assembly systems , 2014 .

[6]  Utpal Roy,et al.  Development and utilization of a Process-oriented Information Model for sustainable manufacturing , 2015 .

[7]  Khodijah Hulliyah,et al.  Application of knowledge graph for making Text Summarization (Analizing a text of educational issues) , 2010, Proceeding of the 3rd International Conference on Information and Communication Technology for the Moslem World (ICT4M) 2010.

[8]  Yi Pan,et al.  Virtual Training System of Assembly and Disassembly Based on Petri Net , 2014 .

[9]  Samuel Gomes,et al.  A formal ontology-based spatiotemporal mereotopology for integrated product design and assembly sequence planning , 2015, Adv. Eng. Informatics.

[10]  Jinsong Bao,et al.  Information Modeling and Visualization of Assembly Fat Model for Large-Scale Product , 2013 .

[11]  Lida Xu,et al.  Object-Oriented Templates for Automated Assembly Planning of Complex Products , 2014, IEEE Transactions on Automation Science and Engineering.

[12]  Li Yang,et al.  Modeling and Applied Research in Petri Net of Virtual Assembly Program Control , 2012 .

[13]  Jens Lehmann,et al.  EARL: Joint Entity and Relation Linking for Question Answering over Knowledge Graphs , 2018, SEMWEB.

[14]  Evgeniy Gabrilovich,et al.  A Review of Relational Machine Learning for Knowledge Graphs , 2015, Proceedings of the IEEE.

[15]  Mauro Onori,et al.  Object-oriented design of product assembly feature data requirements in advanced assembly planning , 2018 .