误差传播
在统计学上上,由于变量含有误差,而使函数受其影响也含有误差,称之为误差传播。阐述这种关系的定律称为误差传播定律。
误差传播定律
设有一般函数(线性函数和非线性函数)
Z=
式中 为可直接观测的相互独立的未知量,z为不便于直接观测的未知量。已知 的標準差分别为 ,现在要求z的標準差 。已知函数z的中误差关系式为 =(其中为任意常数)。由数学分析可知,变量的误差与函数的误差之间的关系,可以近似的用函数的全微分来表达,为此对上式求全微分,并以真误差的符号“Δ”替代微分的符号“d”得
式中 (i=1,2,,…,n)是函数对各个变量变量所取得偏导数,对上式以標準差平方代替真误差,由函数z的中误差关系式可得
=
将上式开根号可得误差传播定律的一般形式
=±
外部链接
- Uncertainties and Error Propagation, Appendix V from the Mechanics Lab Manual, Case Western Reserve University.
- Mathieu Rouaud, 2013: Probability, Statistics and Estimation 页面存档备份,存于 Propagation of Uncertainties in Experimental Measurement.
- A detailed discussion of measurements and the propagation of uncertainty 页面存档备份,存于 explaining the benefits of using error propagation formulas and monte carlo simulations instead of simple significance arithmetic.
- Uncertainties and Error Propagation, Vern Lindberg's Guide to Uncertainties and Error Propagation.
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