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
相关论文
共 50 条
  • [1] Construction of Knowledge Graph of the Elevator Safety Accidents and Analysis of Key Risk Factors Based on KG-DEMATEL-ISM-MICMAC Method
    Shi, Fenfen
    Wu, Zhilei
    IEEE Access, 2024, 12 : 43615 - 43631
  • [2] Risk analysis of tunnel construction based on DEMATEL-ISM
    Lin, Deng
    Yuanqi, Zhou
    Chongsen, Ma
    World of Mining - Surface and Underground, 2022, 74 (04): : 212 - 217
  • [3] Analyzing Critical Factors Influencing the Quality Management in Smart Construction Site: A DEMATEL-ISM-MICMAC Based Approach
    Zhang, Shuolin
    Liu, Jianzhao
    Li, Zirui
    Xiahou, Xiaer
    Li, Qiming
    BUILDINGS, 2024, 14 (08)
  • [4] Key factors of entrepreneurial university transformation: a model development using ISM method and MICMAC analysis
    Novela, Selly
    Syarief, Rizal
    Fahmi, Idqan
    Arkeman, Yandra
    JOURNAL OF APPLIED RESEARCH IN HIGHER EDUCATION, 2022, 14 (03) : 1144 - 1159
  • [5] Research on the relationship between key risk factors of university emergencies based on ISM-MICMAC
    Li, Yufei
    Liu, Xiaoyun
    Hu, Nanyan
    Li, Xuexue
    PLOS ONE, 2025, 20 (02):
  • [6] Identification of Key Brittleness Factors for the Lean-Green Manufacturing System in a Manufacturing Company in the Context of Industry 4.0, Based on the DEMATEL-ISM-MICMAC Method
    Zhu, Xiaoyong
    Liang, Yu
    Xiao, Yongmao
    Xiao, Gongwei
    Deng, Xiaojuan
    PROCESSES, 2023, 11 (02)
  • [7] Analysis of risk factors for quality management to blepharoplasty based on DEMATEL-ISM
    Zhang, Jianfei
    Han, Pengpeng
    Yuan, Hui
    Tang, Yujun
    Yang, Feng
    JOURNAL OF COSMETIC DERMATOLOGY, 2022, 21 (12) : 7056 - 7065
  • [8] Risk factors extraction and analysis of Chinese ship collision accidents based on knowledge graph
    Chen, Jihong
    Zhuang, Chenglin
    Shi, Jia
    Jiang, Houqiang
    Xu, Jinyu
    Liu, Jutong
    OCEAN ENGINEERING, 2025, 322
  • [9] A study on the influencing factors and related paths of farmer’s participation in food safety governance—based on DEMATEL-ISM-MICMAC model
    Jie-Hui Xie
    Fu-Jun Tian
    Xue-Yuan Li
    Yu-Qing Chen
    Shi-Yi Li
    Scientific Reports, 13
  • [10] Analysis of Factors Influencing Fire Accidents in Commercial Complexes Based on WSR-DEMATEL-ISM Model
    Qin, Rongshui
    Shi, Chenchen
    Yu, Tao
    Ding, Chao
    Ren, Xin
    Xiao, Junfeng
    FIRE-SWITZERLAND, 2024, 7 (07):