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Identification of critical factors in chemical accidents based on text mining and improved DEMATEL method
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Liang WANG1, Jiayan LAI1, Zixin ZHANG2, **, Yingming WANG1, 2
China Safety Science Journal | 2024, 34(3) : 20 - 28
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China Safety Science Journal | 2024, 34(3): 20-28
Safety social science and safety management
Identification of critical factors in chemical accidents based on text mining and improved DEMATEL method
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Liang WANG1, Jiayan LAI1, Zixin ZHANG2, **, Yingming WANG1, 2
Affiliations
  • 1 School of Economics & Management,Fuzhou University,Fuzhou Fujian 350116,China
  • 2 School of Economics Management,Yango University,Fuzhou Fujian 350015,China
Published: 2024-03-28 doi: 10.16265/j.cnki.issn1003-3033.2024.03.0230
Outline
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To draw lessons from historical chemical accidents and guide the practice of chemical safety production management,a method for identifying critical factors in chemical accidents based on text mining and improved DEMATEL method was proposed. Firstly,text mining technology was used to fully mine the text information of 1 627 chemical accident investigation reports,based on which 14 chemical accident influencing factors were extracted according to related literature,laws and regulations. Then,the fuzzy DEMATEL method based on alpha-level sets was used to calculate the performance levels of the factors affecting chemical accidents. Finally,the correlations between critical factors and other factors were analyzed and the mechanism of chemical accidents was revealed. The results show that 8 chemical accident influencing factors are identified as the critical factors,i.e.,extreme weather,regulations,technical procedures,hidden danger investigation,risk control,education and training,supervision and management,and operation management. These 8 critical factors have direct impact on the influence factors such as facilities and equipment,material reactions,occupational quality,job responsibilities,emergency management,and safety investment,which eventually lead to chemical accidents.

text mining  /  decision-making trial and evaluation laboratory(DEMATEL)  /  chemical accident  /  critical factors identification  /  alpha-level sets
Liang WANG, Jiayan LAI, Zixin ZHANG, Yingming WANG. Identification of critical factors in chemical accidents based on text mining and improved DEMATEL method[J]. China Safety Science Journal, 2024 , 34 (3) : 20 -28 . DOI: 10.16265/j.cnki.issn1003-3033.2024.03.0230
Year 2024 volume 34 Issue 3
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Article Info
doi: 10.16265/j.cnki.issn1003-3033.2024.03.0230
  • Receive Date:2023-09-22
  • Online Date:2025-07-09
  • Published:2024-03-28
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  • Received:2023-09-22
  • Revised:2023-12-25
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    1 School of Economics & Management,Fuzhou University,Fuzhou Fujian 350116,China
    2 School of Economics Management,Yango University,Fuzhou Fujian 350015,China
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多孔菌科 Polyporaceae 8 14 6.70 蜡蘑属 Laccaria 5 2.39
红菇科 Russulaceae 3 23 11.00 小皮伞属 Marasmius 6 2.87
小菇属 Mycena 11 5.26
光柄菇属 Pluteus 5 2.39
红菇属 Russula 17 8.13
栓菌属 Trametes 5 2.39
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