电测与仪表2024，Vol.61Issue(4)：218-224,7.DOI:10.19753/j.issn1001-1390.2024.04.031
电能计量装置的知识图谱构建与应用
Construction and application of knowledge graph of electric energy metering device
摘要
Abstract
Due to the powerful ability of entity relation expression and reasoning,knowledge graph has been widely used in various fields in recent years.Aiming at the problems of many standards and regulations,construction management and operation cost and high threshold for electric energy metering devices,this paper studies and proposes an automatic con-struction method for the knowledge graph of electric energy metering devices.To solve the problems of nesting entity,se-mantic fuzziness,and incomplete graph brought by technical specification documents,this paper adopts the named entity recognition method based on candidate entity graph matching,proposes the relationship extraction method based on multi-dependency syntax tree fusion,and applies the relationship reasoning method based on concept hierarchy graph fusion.The reasoning method is verified in the construction of the knowledge graph of the electric energy metering device.Experi-ments show that the knowledge map constructed by this method has made a significant improvement in the accuracy and scalability of entity recognition,relationship extraction,and relationship reasoning,which can significantly reduce the ap-plication review threshold and cost of standards in related fields.关键词
知识图谱/图神经网络/候选实体/依存句法树/概念层次图Key words
knowledge graph/graph neural network/candidate entity/dependency syntax tree/concept hierarchal graph分类
信息技术与安全科学引用本文复制引用
宋玮琼,韩柳,羡慧竹,姚盛楠,郭帅,刘云鹏..电能计量装置的知识图谱构建与应用[J].电测与仪表,2024,61(4):218-224,7.基金项目
国家电网有限公司总部科技项目(5600-201927165A-0-0-00) （5600-201927165A-0-0-00）
