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Uncertainty of functionals of calibration curves

R Willink

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Typically an estimate \hat{f}(x) of an unknown response curve f(x) is obtained with an associated function u[\hat{f}(x)] describing the standard uncertainty of the estimate at each value of x. Often the quantity of interest will be a functional of f(x), such as a derivative or integral. In such a case the standard uncertainty cannot be calculated without knowledge of the correlation between \smash{u[\hat{f}(x_i)]} and \smash{u[\hat{f}(x_j)]} for all relevant pairs of points (xi, xj). This information might be stored as a two-dimensional function \smash{u[\hat{f}(x_i)},\smash{\hat{f}(x_j)]} in the continuous case or as a matrix (uij) in the discrete case, but this will often be impractical. The difficulty can often be avoided by instead storing the 'random' and 'systematic' components of uncertainty, which is a concept that is familiar but out of favour. This step enables the calculation of standard uncertainty for many functionals of f(x) from numerical data and from a graphical representation. Three examples are given illustrating these concepts. The paper also discusses the issue of expressing the uncertainty associated with \hat{f}(x) as a whole; that is, the simultaneous estimation of \hat{f}(x) at every value of x.


PACS

06.20.fb Standards and calibration

Subjects

Instrumentation and measurement

Dates

Issue 3 (June 2007)

Received 19 February 2007

Published 20 April 2007



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