A fuzzy approach for the expression of uncertainty in measurement

被引:159
|
作者
Mauris, G [1 ]
Lasserre, V [1 ]
Foulloy, L [1 ]
机构
[1] Univ Savoie, Lab Automat & Microinformat Ind, LAMII, CESALP, F-74016 Annecy, France
关键词
fuzzy subset theory; possibility theory; probability theory; measurement uncertainty;
D O I
10.1016/S0263-2241(00)00036-1
中图分类号
T [工业技术];
学科分类号
08 ;
摘要
This paper deals with a fuzzy expression of uncertainty in measurement. The fuzzy approach proposed consists of representing measurements by a family of intervals of confidence stacked atop one another, that in fact define the upper bound of the probability distributions consistent with these intervals of confidence. This approach is compatible with the ISO Guide for the expression of uncertainty in measurement, and is particularly interesting because it allows both the handling of specificity and uncertainty of measurement. Moreover, fuzzy uncertainty propagation is available thanks to fuzzy arithmetic, which is a generalization of interval analysis, yielding both worst case results and best estimates at the same time. In order to simplify the propagation, a parameterized possibility distribution approximating the optimal one is proposed and compared with the probabilistic approaches. (C) 2001 Elsevier Science Ltd. All rights reserved.
引用
收藏
页码:165 / 177
页数:13
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