Construction of Knowledge Graph of the Elevator Safety Accidents and Analysis of Key Risk Factors Based on KG-DEMATEL-ISM-MICMAC Method
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 articl...
| Main Authors: | , |
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| Format: | Article |
| Language: | English |
| Published: |
IEEE
2024-01-01
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| Series: | IEEE Access |
| Subjects: | |
| Online Access: | https://ieeexplore.ieee.org/document/10466567/ |
| _version_ | 1797236607620743168 |
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| author | Fenfen Shi Zhilei Wu |
| author_facet | Fenfen Shi Zhilei Wu |
| author_sort | Fenfen Shi |
| collection | DOAJ |
| description | 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. |
| first_indexed | 2024-04-24T17:06:33Z |
| format | Article |
| id | doaj.art-b245e69182204d8ebc7b5134bdaa3ad2 |
| institution | Directory Open Access Journal |
| issn | 2169-3536 |
| language | English |
| last_indexed | 2024-04-24T17:06:33Z |
| publishDate | 2024-01-01 |
| publisher | IEEE |
| record_format | Article |
| series | IEEE Access |
| spelling | doaj.art-b245e69182204d8ebc7b5134bdaa3ad22024-03-28T23:00:26ZengIEEEIEEE Access2169-35362024-01-0112436154363110.1109/ACCESS.2024.337587910466567Construction of Knowledge Graph of the Elevator Safety Accidents and Analysis of Key Risk Factors Based on KG-DEMATEL-ISM-MICMAC MethodFenfen Shi0https://orcid.org/0009-0004-8885-4138Zhilei Wu1School of Management, China University of Mining and Technology (Beijing), Beijing, ChinaSchool of Management, China University of Mining and Technology (Beijing), Beijing, ChinaThe 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.https://ieeexplore.ieee.org/document/10466567/Elevatorsafety incidentsknowledge graphKG-DEMATEL-ISM-MICMAC |
| spellingShingle | Fenfen Shi Zhilei Wu Construction of Knowledge Graph of the Elevator Safety Accidents and Analysis of Key Risk Factors Based on KG-DEMATEL-ISM-MICMAC Method IEEE Access Elevator safety incidents knowledge graph KG-DEMATEL-ISM-MICMAC |
| title | Construction of Knowledge Graph of the Elevator Safety Accidents and Analysis of Key Risk Factors Based on KG-DEMATEL-ISM-MICMAC Method |
| title_full | Construction of Knowledge Graph of the Elevator Safety Accidents and Analysis of Key Risk Factors Based on KG-DEMATEL-ISM-MICMAC Method |
| title_fullStr | Construction of Knowledge Graph of the Elevator Safety Accidents and Analysis of Key Risk Factors Based on KG-DEMATEL-ISM-MICMAC Method |
| title_full_unstemmed | Construction of Knowledge Graph of the Elevator Safety Accidents and Analysis of Key Risk Factors Based on KG-DEMATEL-ISM-MICMAC Method |
| title_short | Construction of Knowledge Graph of the Elevator Safety Accidents and Analysis of Key Risk Factors Based on KG-DEMATEL-ISM-MICMAC Method |
| title_sort | construction of knowledge graph of the elevator safety accidents and analysis of key risk factors based on kg dematel ism micmac method |
| topic | Elevator safety incidents knowledge graph KG-DEMATEL-ISM-MICMAC |
| url | https://ieeexplore.ieee.org/document/10466567/ |
| work_keys_str_mv | AT fenfenshi constructionofknowledgegraphoftheelevatorsafetyaccidentsandanalysisofkeyriskfactorsbasedonkgdematelismmicmacmethod AT zhileiwu constructionofknowledgegraphoftheelevatorsafetyaccidentsandanalysisofkeyriskfactorsbasedonkgdematelismmicmacmethod |