Title :
Generalized lambda distribution for the expression of measurement uncertainty
Author :
Lampasi, Domenico Alessandro ; Nicola, Fabio Di ; Podesta, Luca
Author_Institution :
Dept. of Electr. Eng., Univ. of Rome "La Sapienza." Via Eudossiana
Abstract :
The generalized lambda distribution family fits the probability distributions of a wide variety of data sets, including the most important distributions encountered in the measurement applications (normal, uniform, Student´s t, U-shaped, exponential). This paper illustrates how the four parameters needed for such distribution can be exploited in the expression of measurement uncertainty and to extend the information related to a measurement. The obtained representation allows an immediate calculation of coverage intervals and is particularly useful to support the techniques commonly applied in the estimation of the combined uncertainty. Moreover, in order to include the classical measurement information, a novel parameterization of the distribution is proposed
Keywords :
measurement uncertainty; statistical distributions; data sets; generalized lambda distribution; measurement information; measurement uncertainty; probability distributions; Character generation; Digital signal processing; Helium; Instruments; Measurement uncertainty; Probability density function; Probability distribution; Risk analysis; Signal processing algorithms; Standardization; Calibration; Monte Carlo method; digital signal processing; measurement uncertainty; probability; virtual instruments;
Journal_Title :
Instrumentation and Measurement, IEEE Transactions on
DOI :
10.1109/TIM.2006.876408