Title :
Uncertainty evaluation in algorithms with conditional statement
Author :
Betta, Giovanni ; Liguori, Consolatina ; Pietrosanto, Antonio
Author_Institution :
Univ. of Cassino, Italy
Abstract :
This paper proposes a methodology for the uncertainty evaluation of digital signal-processing algorithms including conditional instructions (if-then-else statements). In agreement with the suggestion of the ISO guide for the expression of uncertainty in measurement, a probabilistic approach is proposed. The application to different algorithms characterized by significant decision phases is approached theoretically, verifying the results also by suitable simulation. The generality and suitability of the proposed approach are then proved on a number of different real-world applications.
Keywords :
ISO standards; decision trees; measurement standards; measurement uncertainty; signal processing; ISO guide; conditional instructions; decision phases; digital signal-processing algorithms; measurement uncertainty; uncertainty evaluation; Application software; Digital signal processing; Hardware; ISO; Image edge detection; Image sensors; Measurement uncertainty; Pixel; Sensor fusion; Signal processing algorithms; Algorithms uncertainty; ISO GUM; conditional statement; digital signal processing; uncertainty;
Journal_Title :
Instrumentation and Measurement, IEEE Transactions on
DOI :
10.1109/TIM.2004.830739