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材料领域知识图谱构建与应用研究

袁扬 刘祺霖 陈子逸 万萌 李凯 王彦棡 王婧 王宗国

数据与计算发展前沿2025,Vol.7Issue(1):152-162,11.
数据与计算发展前沿2025,Vol.7Issue(1):152-162,11.DOI:10.11871/jfdc.issn.2096-742X.2025.01.011

材料领域知识图谱构建与应用研究

Research on the Construction and Application of Knowledge Graph in Materials Science

袁扬 1刘祺霖 1陈子逸 1万萌 2李凯 2王彦棡 1王婧 1王宗国1

作者信息

  • 1. 中国科学院计算机网络信息中心,北京 100083||中国科学院大学,北京 100049
  • 2. 中国科学院计算机网络信息中心,北京 100083
  • 折叠

摘要

Abstract

[Objective]To facilitate the processing of large-scale unstructured materials science informa-tion and to deeply explore the relationship between materials information data,knowledge map-ping provides technical support for the integrated study of materials'properties and structures.[Methods]In this study,a new knowledge graph construction method is proposed,and a knowl-edge graph-based material knowledge intelligent question and answer system and a material knowledge graph cloud platform are constructed.The knowledge intelligent question and an-swer system is built using BERT+CRF,and the graph cloud platform is developed based on the B/S framework.[Results]The system framework constructed in this study can realize the knowledge question and answer of materials,provide users with the entrance to the cloud platform,and visualize the material knowl-edge graph.Taking the III-V compound computational dataset as an example,we constructed the III-V compound material knowledge graph.[Conclusions]This study extends the application of knowledge graph in the field of materials,which is important for accelerating the discovery of new materials and mining potential information about materials.

关键词

知识图谱/材料数据/智能问答/云平台

Key words

knowledge graph/materials data/intelligent question-and-answer/cloud platform

引用本文复制引用

袁扬,刘祺霖,陈子逸,万萌,李凯,王彦棡,王婧,王宗国..材料领域知识图谱构建与应用研究[J].数据与计算发展前沿,2025,7(1):152-162,11.

基金项目

中国科学院前沿科学重点研究计划(ZDBS-LY-7025) (ZDBS-LY-7025)

中国科学院青年创新促进会(2021167) (2021167)

中国科学院信息化计划(CAS-WX2023SF-0101) (CAS-WX2023SF-0101)

数据与计算发展前沿

2096-742X

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