4.6 Article

Structured modeling of heterogeneous CAM model based on process knowledge graph

Journal

Publisher

SPRINGER LONDON LTD
DOI: 10.1007/s00170-018-1862-8

Keywords

Process knowledge graph; Heterogeneous; CAM model; Structured modeling

Funding

  1. National Science Foundation of China [51605142, 51375397]
  2. Equipment Pre-Research Domain Foundation of China [61409230102-3]

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With the rapid development of customized production and globalization, a vast number of heterogeneous CAM models are generated and stored in enterprises, which contain lots of experts' knowledge and experience. Sharing and reusing these models is a favorable method to improve the NC process planning efficiency, and the structuralized representation of these heterogeneous CAM models is the precondition. In this paper, a structured heterogeneous CAM models based on process knowledge graph is presented. Firstly, the multilevel and multifactor process knowledge graph is constructed, which describes the CAD models and NC processes in a unified way to guide the data mapping and exchange. Then, the CAM system ontology is established to organize the inherent concepts/terms of heterogeneous CAM systems accurately and consistently. And the concept/semantic match between ontology model and process knowledge graph is achieved through the multistrategy ontology mapping. Finally, the implicit semantics is obtained through rule-based reasoning and the precision of match results is checked, which enriches and guarantees the unity of the process knowledge graph. A prototype system has been developed to verify the effectiveness of the proposed approach.

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