HISTOGRAM TECHNIQUE;
DIRICHLET DISTRIBUTION;
ELICITATION AND COMBINATION OF EXPERT OPINION;
SUPRA-BAYES APPROACH;
D O I:
10.1109/24.159813
中图分类号:
TP3 [计算技术、计算机技术];
学科分类号:
0812 ;
摘要:
This paper proposes a comprehensive method for the use of expert opinion for obtaining lifetime distributions required for maintenance optimization. The method includes procedures for the elicitation of discretized lifetime distributions from several experts, the combination of the elicited expert opinion into a consensus distribution, and the updating of the consensus distribution with failure and maintenance data. The method was motivated by the practical circumstances governing its implementation. In particular, by the lack of statistical training of the experts and the high demands on their time. The use of a discretized life distribution provides more flexibility, is more comprehendible by the experts in the elicitation stage, and greatly reduces the computation in the combination and updating stages. The methodology is Bayes, using the Dirichlet distribution as the prior distribution for the elicited discrete lifetime distribution. Methods are described for incorporating information concerning the expertise of the experts into the analysis.
机构:
Univ Malaya, Fac Engn, Dept Engn Design & Manufacture, Kuala Lumpur, MalaysiaUniv Malaya, Fac Engn, Dept Engn Design & Manufacture, Kuala Lumpur, Malaysia
Tan, Chin Hooi
论文数: 引用数:
h-index:
机构:
Yap, Keem Siah
Yap, Hwa Jen
论文数: 0引用数: 0
h-index: 0
机构:
Univ Malaya, Fac Engn, Dept Engn Design & Manufacture, Kuala Lumpur, MalaysiaUniv Malaya, Fac Engn, Dept Engn Design & Manufacture, Kuala Lumpur, Malaysia