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面向产品全生命周期管理的知识模型构建

佟国香 李德云 余进文

计算机与数字工程2024,Vol.52Issue(4):1021-1027,7.
计算机与数字工程2024,Vol.52Issue(4):1021-1027,7.DOI:10.3969/j.issn.1672-9722.2024.04.011

面向产品全生命周期管理的知识模型构建

Research on Knowledge Model for Product Lifecycle Management

佟国香 1李德云 1余进文1

作者信息

  • 1. 上海理工大学光电信息与计算机工程学院 上海 200093
  • 折叠

摘要

Abstract

To effectively describe the unorganized and scattered data generated in each stage of product lifecycle manage-ment,as well as the relationships between data,this paper proposes a knowledge graph based product lifecycle data modeling meth-od.This method effectively solves the problems of duplicate storage of system data models and lack of correlation between models.Meanwhile,to improve the efficiency of data modeling,this paper proposes an algorithm model that integrates graph neural net-works and LSTM based on attention mechanism to achieve automatic data modeling.To verify the effectiveness of the algorithm mod-el,algorithm performance comparison experiments are conducted based on the product dataset.The results show that the algorithm proposed in this paper has better performance indicators compared to other algorithms and can be applied to automatically construct knowledge models in product lifecycle management(PLM)systems.

关键词

产品生命周期管理/知识图谱/知识工程

Key words

product life cycle management/knowledge graph/knowledge engineering

分类

管理科学

引用本文复制引用

佟国香,李德云,余进文..面向产品全生命周期管理的知识模型构建[J].计算机与数字工程,2024,52(4):1021-1027,7.

基金项目

国家重点研发计划"复杂产品全生命周期模型协同方法以及数据管理技术"(编号:2018YFB1700902)资助. (编号:2018YFB1700902)

计算机与数字工程

OACSTPCD

1672-9722

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