TY - JOUR
T1 - A New Failure Mode and Effects Analysis Method Based on Dempster-Shafer Theory by Integrating Evidential Network
AU - Wang, Hongfei
AU - Deng, Xinyang
AU - Zhang, Zhuo
AU - Jiang, Wen
N1 - Publisher Copyright:
© 2013 IEEE.
PY - 2019
Y1 - 2019
N2 - Failure mode and effects analysis (FMEA) is one of the most effective pre-accident prevention methods. Risk priority number (RPN) approach is a traditional method in the FMEA for risk evaluation. However, there are some shortcomings in the traditional RPN method. In this paper, we propose an FMEA approach based on Dempster-Shafer theory (DST) in an uncertainty evaluation environment. An evidential network (EN) method is proposed to establish a new model for risk evaluation in the FMEA, and we propose a novel approach to determine the conditional belief mass table (CBMT) of the non-root node. In addition, subjective weight and objective weight are integrated to determine the weights of risk factors, which can fully reflect the importance of risk factors. A numerical case is provided to illustrate the practical application of the proposed method, and the results show that this method is reasonable and effective.
AB - Failure mode and effects analysis (FMEA) is one of the most effective pre-accident prevention methods. Risk priority number (RPN) approach is a traditional method in the FMEA for risk evaluation. However, there are some shortcomings in the traditional RPN method. In this paper, we propose an FMEA approach based on Dempster-Shafer theory (DST) in an uncertainty evaluation environment. An evidential network (EN) method is proposed to establish a new model for risk evaluation in the FMEA, and we propose a novel approach to determine the conditional belief mass table (CBMT) of the non-root node. In addition, subjective weight and objective weight are integrated to determine the weights of risk factors, which can fully reflect the importance of risk factors. A numerical case is provided to illustrate the practical application of the proposed method, and the results show that this method is reasonable and effective.
KW - Dempster-Shafer theory
KW - evidential network
KW - Failure mode and effects analysis
KW - risk priority number
UR - http://www.scopus.com/inward/record.url?scp=85068991789&partnerID=8YFLogxK
U2 - 10.1109/ACCESS.2019.2923064
DO - 10.1109/ACCESS.2019.2923064
M3 - 文章
AN - SCOPUS:85068991789
SN - 2169-3536
VL - 7
SP - 79579
EP - 79591
JO - IEEE Access
JF - IEEE Access
M1 - 8736719
ER -