TY - GEN
T1 - Using belief degree-distributed fuzzy cognitive maps in nuclear safety culture assessment
AU - Ruan, Da
AU - Hardeman, Frank
AU - Mkrtchyan, Lusine
PY - 2011
Y1 - 2011
N2 - Safety Culture describes how safety issues are managed within an enterprise. How to make safety culture strong and sustainable? How to be sure that safety is a prime responsibility or main focus for all types of activities? How to improve safety culture and how to identify the most vulnerable issues of safety culture? These are important questions for safety culture. In this paper we briefly answer some of the mentioned questions by using Belief Degree-Distributed Fuzzy Cognitive Maps (BDD-FCMs). Cognitive maps were initially for graphical representation of uncertain causal reasoning. Later Kosko suggested Fuzzy Cognitive Maps (FCMs) in which users freely express their opinions in linguistic terms instead of crisp numbers. However, it is not always easy to assign some linguistic term to a causal link. By using BDD-FCMs, causal links are expressed by belief structures which enable getting the links' evaluations with distributions over the linguistic terms. In addition, we propose a general framework to construct BDD-FCMs by directly using belief structures or other types of structures such as interval values, linguistic terms, or crisp numbers. The proposed framework provides a more flexible tool for causal reasoning as it handles any kind of structures to evaluate causal links.
AB - Safety Culture describes how safety issues are managed within an enterprise. How to make safety culture strong and sustainable? How to be sure that safety is a prime responsibility or main focus for all types of activities? How to improve safety culture and how to identify the most vulnerable issues of safety culture? These are important questions for safety culture. In this paper we briefly answer some of the mentioned questions by using Belief Degree-Distributed Fuzzy Cognitive Maps (BDD-FCMs). Cognitive maps were initially for graphical representation of uncertain causal reasoning. Later Kosko suggested Fuzzy Cognitive Maps (FCMs) in which users freely express their opinions in linguistic terms instead of crisp numbers. However, it is not always easy to assign some linguistic term to a causal link. By using BDD-FCMs, causal links are expressed by belief structures which enable getting the links' evaluations with distributions over the linguistic terms. In addition, we propose a general framework to construct BDD-FCMs by directly using belief structures or other types of structures such as interval values, linguistic terms, or crisp numbers. The proposed framework provides a more flexible tool for causal reasoning as it handles any kind of structures to evaluate causal links.
KW - Fuzzy Cognitive Maps (FCM)
KW - Nuclear safety culture assessment
KW - Belief Degree-Distributed Fuzzy Cognitive Maps (BDD-FCMs)
UR - http://www.scopus.com/inward/record.url?scp=79955918927&partnerID=8YFLogxK
U2 - 10.1109/NAFIPS.2011.5751916
DO - 10.1109/NAFIPS.2011.5751916
M3 - In-proceedings paper
AN - SCOPUS:79955918927
SN - 9781612849676
T3 - Annual Conference of the North American Fuzzy Information Processing Society - NAFIPS
BT - 2011 Annual Meeting of the North American Fuzzy Information Processing Society, NAFIPS'2011
T2 - 2011 - NAFIPS
Y2 - 18 March 2011 through 20 March 2011
ER -