AEROSPACE SHANGHAI, Volume. 42, Issue 2, 19(2025)

Equipment Management Paradigm with Knowledge Graph for Aerospace Instrument General Assembly

Mengqi YUAN, Shengli SUN, and Gang JIN*
Author Affiliations
  • Shanghai Institute of Technical Physics,Chinese Academy of Sciences,Shanghai200083,China
  • show less
    Figures & Tables(13)
    Equipment management paradigm with domain KG for general assembly
    Process of constructing the equipment management KG for a general assembly
    Ontology of an equipment management KG built with Protégé
    Structure of the BiLSTM-CRF model
    Structure of the BERT pre-trained model
    The KG storage formats
    Training curves of the models
    Association model of the data tables
    Partial display of the KG
    Examples of information query based on KGs
    • Table 1. Definitions for the attributes of an object in the conceptual layer

      View table
      View in Article

      Table 1. Definitions for the attributes of an object in the conceptual layer

      对象属性含义关系表达
      R1从属/配套E1-R1-E1
      R2制造E2-R2-E1
      R3检测E2-R3-E1
      R4负责E3-R4-E1
      R5位于E1-R5-E4、E4-R5-E4
    • Table 2. Comparison of the model performances on the validation set

      View table
      View in Article

      Table 2. Comparison of the model performances on the validation set

      模型精确率P召回率RF1i
      BERT-BiLSTM-CRF0.9110.9290.915
      BERT-LSTM-CRF0.8910.9080.890
      BERT-BiLSTM0.9040.9200.905
      BERT-LSTM0.8820.9050.886
      BiLSTM-CRF0.9390.9410.936
      LSTM-CRF0.9380.9390.935
    • Table 3. Approximation concept of "bold"

      View table
      View in Article

      Table 3. Approximation concept of "bold"

      实体名称实体描述余弦相似度
      黑体资产编号为20187,产自福某有限公司,型号为HFY1
      黑体辐射源资产编号为11121,型号为HFY-300A,价值19 000元0.998 6
      面源黑体资产编号为20216,产自融某公司,型号为DCN1000H4,价值250 000元0.706 6
      标准黑体资产编号为03729,型号为研制,价值96 000元0.607 7
    Tools

    Get Citation

    Copy Citation Text

    Mengqi YUAN, Shengli SUN, Gang JIN. Equipment Management Paradigm with Knowledge Graph for Aerospace Instrument General Assembly[J]. AEROSPACE SHANGHAI, 2025, 42(2): 19

    Download Citation

    EndNote(RIS)BibTexPlain Text
    Save article for my favorites
    Paper Information

    Category: Research and Application of Large Models

    Received: Feb. 13, 2025

    Accepted: --

    Published Online: May. 26, 2025

    The Author Email:

    DOI:10.19328/j.cnki.2096-8655.2025.02.003

    Topics