Accuracy of error propagation exemplified with ratios of random variables

被引:14
|
作者
Winzer, PJ [1 ]
机构
[1] Vienna Tech Univ, Inst Nachrichtentech & Hochfrequenztech, A-1040 Vienna, Austria
来源
REVIEW OF SCIENTIFIC INSTRUMENTS | 2000年 / 71卷 / 03期
关键词
D O I
10.1063/1.1150478
中图分类号
TH7 [仪器、仪表];
学科分类号
0804 ; 080401 ; 081102 ;
摘要
The method of error propagation provides a convenient tool for calculating mean and variance of a measurand from means and variances of primarily measured quantities. However, being based on a (usually first-order) Taylor approximation of the measurement function, it only yields approximate results with unknown accuracy. We develop a method for estimating the accuracy of (Nth-order) error propagation for an arbitrary number of correlated random quantities, and apply our findings to the ratio of two random variables (RVs). A comparison with some analytically solved expressions for certain probability density functions (PDFs) as well as with some computer simulations reveals the excellent quality of our estimates as long as the involved PDFs are not significantly skew. For the ratio of two RVs it turns out that conventional, first-order error propagation is safely applicable (with about 1% accuracy) as long as the denominator's mean is larger than about 12 times its standard deviation. Using second-order error propagation, the approximation for the ratio's mean can be refined, yielding 1% accuracy if the denominator's mean is larger than about four times its standard deviation. (C) 2000 American Institute of Physics. [S0034-6748(00)04603-7].
引用
收藏
页码:1447 / 1454
页数:8
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