计算机与现代化Issue(12)：54-60,7.DOI:10.3969/j.issn.1006-2475.2025.12.008
文献计量视角下港口设备故障知识图谱构建
Construction of Knowledge Graph for Port Equipment Faults from Perspective of Bibliometrics
摘要
Abstract
Once the port equipment malfunctions,it will seriously affect the efficiency of port production operations and cause safety hazards.Although a large number of scientific research literatures on equipment faults of port are gathered,they often have inconsistent expressions due to different focuses,which increases the difficulty for researchers and managers to timely grasp the current research status and quickly acquire knowledge.Constructing knowledge graph for port equipment faults helps to conduct knowledge queries and intelligent Q&A on port equipment faults,enhancing the efficient management and dissemination of knowledge on port equipment failures.To address this,this study adopts titles,abstracts,and keywords from Chinese literature on port equipment failures as dataset text and then employs the BIO data annotation method and the BERT-BiLSTM-CRF model to extract information about port equipment failures from the text.By introducing ontologies to formally describe entities and their relationships for solving inconsistencies and forming triplets,a knowledge graph of port equipment failures is constructed.This graph supports knowledge queries and intelligent Q&A related to port equipment failures.The construction of a crane failure knowledge graph serves as a case,validating the effectiveness of the knowledge graph construction,thereby enhancing the effi-cient management and dissemination of knowledge about port equipment failures.关键词
港口设备故障/知识图谱/文本挖掘/命名体识别/智能问答Key words
port equipment malfunction/knowledge graph/text mining/named entity recognition/intelligent Q&A分类
信息技术与安全科学引用本文复制引用
李桃迎,柳全,董志宇,韩嘉文..文献计量视角下港口设备故障知识图谱构建[J].计算机与现代化,2025,(12):54-60,7.基金项目
教育部人文社科基金资助项目(21YJC630066) （21YJC630066）
辽宁省兴辽英才计划项目(XLYC1907084) （XLYC1907084）
