Hierarchical DEMATEL method for complex systems

2021
The decision-making trial and evaluation laboratory (DEMATEL) method has been widely applied to identifying critical factors of simple systems in different fields. Although lots of efforts have been spent on improving the DEMATEL, they are still suitable for simple systems but cannot solve the decision problems in complex systems. This study focuses on providing a hierarchical DEMATEL method for the complex systems with numerous system factors, multiple types of influences, and the existence of hierarchy. The hierarchical decomposition is firstly introduced to provide an analytic framework for simplifying the DEMATEL problem of complex systems, in which the horizontal decomposition deals with multiple types of influences and the vertical decomposition deals with the existence of hierarchy and numerous system factors. Then a direct influence analysis is proposed to construct initial direct-relation (IDR) matrices for the elements within each subsystem, and a super IDR matrix is defined and constructed by integrating the IDR matrices on all pairs of subsystems at the levels from the lowest to the highest recursively. The hierarchical DEMATEL method with three algorithms is established for identifying critical factors by means of taking the super IDR matrix for multi-level subsystem structure into the procedure of DEMATEL. Finally, two illustrative examples are proposed to discuss the superiority of the proposed method and its algorithms.
EXPERT SYSTEMS WITH APPLICATIONS
卷号:167
ISSN:0957-4174
来源机构
Ocean University of China
收录类型
SSCI
发表日期
2021
学科领域
循证管理学
国家
中国
语种
英语
DOI
10.1016/j.eswa.2020.113871
EISSN
1873-6793
资助机构
Major Program of National Social Science Foundation of ChinaNational Natural Science Foundation of China (NSFC) [18ZDA055]; National Natural Science Foundation of China (NSFC)National Natural Science Foundation of China (NSFC) [71874167, 71804170, 71901199, 71462022]; Fundamental Research Funds for the Central UniversitiesFundamental Research Funds for the Central Universities [202041005]; Special Funds of Taishan Scholars Project of Shandong Province [tsqn20171205]
资助信息
This research was supported by the Major Program of National Social Science Foundation of China under Grant No. 18ZDA055, the National Natural Science Foundation of China (NSFC) under Grant No. 71874167, 71804170, 71901199 and 71462022, the Fundamental Research Funds for the Central Universities under Grant No. 202041005, and the Special Funds of Taishan Scholars Project of Shandong Province under Grant No. tsqn20171205. The authors would like to thank anonymous referees and editors for their valuable comments and suggestions that help to improve the quality of the paper to its current standard.
被引频次(WOS)
17
被引更新日期
2022-01
关键词
DEMATEL Complex system Critical factor Hierarchical decomposition Super IDR matrix