2021
DOI: 10.1080/0951192x.2021.1891572
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KGAssembly: Knowledge graph-driven assembly process generation and evaluation for complex components

Abstract: The semantic information of process documents for the assembly of complex components plays an important role in the guidance of assembly operations and the feasibility evaluation of process plans. There are many types of semantic elements contained in assembly process documents. The semantic relationship between assembly elements is complex. Additionally, there is a lack of effective modeling method to deal with the implicit associative semantic knowledge that exists among existing assembly process cases. In t… Show more

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Cited by 54 publications
(11 citation statements)
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References 35 publications
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“…Iacovelli et al [46][47][48] applied intelligent refective surfaces, swarm intelligence, and other strategies to the feld of UAV Internet to maximize the reliability and efectiveness of UAV communication. Zhou et al [49] proposed a distributed graph embeddingbased sequence knowledge graph convolutional network model (SKGCN, "sequence knowledge graph convolutional network") for assembly process planning, taking the aeroengine pressurizer rotor as the research object.…”
Section: Ner In Aviationmentioning
confidence: 99%
“…Iacovelli et al [46][47][48] applied intelligent refective surfaces, swarm intelligence, and other strategies to the feld of UAV Internet to maximize the reliability and efectiveness of UAV communication. Zhou et al [49] proposed a distributed graph embeddingbased sequence knowledge graph convolutional network model (SKGCN, "sequence knowledge graph convolutional network") for assembly process planning, taking the aeroengine pressurizer rotor as the research object.…”
Section: Ner In Aviationmentioning
confidence: 99%
“…According to the actual situation, the assembly-commissioning sequence is a dynamic and variable process in complex products assembly-commissioning. This paper constructs a knowledge graph of the tasks of assembly-commissioning [27][28], which is used to realize the fast retrieval of the implement sequence of the robot unit, as shown in Fig. 4.…”
Section: Robot and End-effector Implement Sequencementioning
confidence: 99%
“…Concerning the general application of knowledge graphs in the manufacturing industry, there are many recent and diversified works on the subject such as for the management of CAD design rules (Huet, et al, 2021), additive manufacturing (Ko, et al, 2021), resource allocation (Zhou, et al, 2021)…”
Section: Knowledge Graphsmentioning
confidence: 99%
“…and the planning of assembly(Zhou, et al, 2021), or more generally the profiling of employees(Munir, et al, 2020) or the proposal of knowledge graphs around industry 4.0(Bader, et al, 2020). Moreover,(Buchgeher, et al, 2021) reveals that the technical literature on the subject is growing fast.…”
mentioning
confidence: 99%