Marine and offshore safety assessment by incorporative risk modeling in a fuzzy-Bayesian network of an induced mass assignment paradigm

被引:86
作者
Eleye-Datubo, A. G. [1 ]
Wall, A. [1 ]
Wang, J. [1 ]
机构
[1] Liverpool John Moores Univ, Sch Engn, Marine Offshore & Transport Res Grp, Liverpool L3 3AF, Merseyside, England
关键词
Bayesian network; fuzzy logic; marine and offshore systems; safety assessment;
D O I
10.1111/j.1539-6924.2008.01004.x
中图分类号
R1 [预防医学、卫生学];
学科分类号
1004 ; 120402 ;
摘要
The incorporation of the human element into a probabilistic risk-based model is one that requires a possibilistic integration of appropriate techniques and/or that of vital inputs of linguistic nature. While fuzzy logic is an excellent tool for such integration, it tends not to cross its boundaries of possibility theory, except via an evidential reasoning supposition. Therefore, a fuzzy-Bayesian network (FBN) is proposed to enable a bridge to be made into a probabilistic setting of the domain. This bridge is formalized by way of the mass assignment theory. A framework is also proposed for its use in maritime safety assessment. Its implementation has been demonstrated in a maritime human performance case study that utilizes performance-shaping factors as the input variables of this groundbreaking FBN risk model.
引用
收藏
页码:95 / 112
页数:18
相关论文
共 38 条
  • [1] [Anonymous], ENCY OF AI
  • [2] BALDWIN JF, 1991, LECT NOTES COMPUT SC, V548, P107
  • [3] A mass assignment theory of the probability of fuzzy events
    Baldwin, JF
    Lawry, J
    Martin, TP
    [J]. FUZZY SETS AND SYSTEMS, 1996, 83 (03) : 353 - 367
  • [4] BALDWIN JF, 1995, FRIL FUZZY EVIDENTIA
  • [5] BERCHA FG, 2003, P 13 INT OFFSH POL E
  • [6] BORING RL, 2004, C HUM FACT COMP SYST
  • [7] Brown A., 1996, JOINT SNAME SNAJ C D
  • [8] CHEN S, 1999, P 40 AM I AER ASTR A
  • [9] FUZZY-BAYESIAN APPROACH TO RELIABILITY OF EXISTING STRUCTURES
    CHOU, KC
    YUAN, J
    [J]. JOURNAL OF STRUCTURAL ENGINEERING-ASCE, 1993, 119 (11): : 3276 - 3290
  • [10] Bayesian conditioning in possibility theory
    Dubois, D
    Prade, H
    [J]. FUZZY SETS AND SYSTEMS, 1997, 92 (02) : 223 - 240