Construction of Knowledge Graph of the Elevator Safety Accidents and Analysis of Key Risk Factors Based on KG-DEMATEL-ISM-MICMAC Method

被引:2
|
作者
Shi, Fenfen [1 ]
Wu, Zhilei [1 ]
机构
[1] China Univ Min & Technol Beijing, Sch Management, Beijing 100083, Peoples R China
来源
IEEE ACCESS | 2024年 / 12卷
关键词
Elevators; Safety; Accidents; Knowledge graphs; Analytical models; Data models; Correlation; Risk management; Elevator; safety incidents; knowledge graph; KG-DEMATEL-ISM-MICMAC; ONTOLOGIES;
D O I
10.1109/ACCESS.2024.3375879
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
The safety of elevator, as a closely related equipment in people's daily life, is getting more and more attention. Once an elevator accident occurs, it will bring strong social impact. It is important to control the elevator safety risk from the source to reduce the accidents. This article combines the risk factor analysis methods of Knowledge Graph (KG), Decision Making Trial and Evaluation Laboratory (DEMATEL), Interpretative Structural Modeling (ISM) method, and Matriced Impacts Cross-Multiplication Appliance Classment (MICMAC) to analyses elevator safety accidents in a data-driven manner in order to minimize the reliance on experts. Firstly, the causal network of accident occurrence is extracted from the accident reports based on the knowledge graph approach. Secondly, complex correlations in the causal network are quantified from the application of DEMATEL. Then, the ISM method was used to construct a hierarchical structure of elevator safety risk factors, on the basis of which the MICMAC method was combined to classify the types of risk factors and analyses the degree of influence of risk factors at each level. Finally, targeted preventive measures for elevator safety accidents are proposed based on the results of the model analysis.
引用
收藏
页码:43615 / 43631
页数:17
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