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基于实体关系抽取的军事装备图谱构建

王依科 吴振乾

现代电子技术2024,Vol.47Issue(15):163-168,6.
现代电子技术2024,Vol.47Issue(15):163-168,6.DOI:10.16652/j.issn.1004-373x.2024.15.027

基于实体关系抽取的军事装备图谱构建

Military equipment knowledge graph construction based on entity relationship extraction

王依科 1吴振乾1

作者信息

  • 1. 江苏自动化研究所,江苏 连云港 222000
  • 折叠

摘要

Abstract

Because of the continuous advancement of information technology,it is difficult to utilize many military equipment databases effectively due to their incompact structures,which results in low efficiency and chaotic management.In view of the above,an entity relationship extraction method based on CRF(conditional random field)and syntax analysis tree is proposed.The construction method of military knowledge graph is optimized by the training of massive data,and the single algorithm extraction method is changed into a three element extraction method,so as to complete the construction of military equipment graph.The experimental results show that the accuracy of the method can reach 72%.After adding the confidence model,its accuracy is increased by 12.6%,and its comprehensive evaluation accuracy can reach 78.11%.This result has important practical value for the construction of knowledge graphs in the field of military equipment.

关键词

军事装备/关系抽取/知识图谱/数据库结构/置信模型/三元数据提取

Key words

military equipment/relationship extraction/knowledge graph/database structure/confidence model/three element data extraction

分类

信息技术与安全科学

引用本文复制引用

王依科,吴振乾..基于实体关系抽取的军事装备图谱构建[J].现代电子技术,2024,47(15):163-168,6.

基金项目

国家自然科学基金资助项目(U21A20488) (U21A20488)

现代电子技术

OA北大核心CSTPCD

1004-373X

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