DocumentCode
1471792
Title
A Simple Algorithm for Bayesian Signal Analysis With Applications to Metrology
Author
Kyriazis, Gregory A.
Author_Institution
Inst. Nac. de Metrologia, Normalizacao e Qualidade Ind. (Inmetro), Duque de Caxias, Brazil
Volume
60
Issue
7
fYear
2011
fDate
7/1/2011 12:00:00 AM
Firstpage
2314
Lastpage
2319
Abstract
A Bayesian approach to spectrum analysis using approximations based on the posterior mode is applied here to waveform metrology. A simple algorithm for obtaining accurate estimates of signal parameters and their associated uncertainties is presented. It is assumed that the data can be modeled with trigonometric equations. The algorithm can be easily implemented with those commercial laboratory software packages routinely used by metrologists for controlling instrumentation and reporting measurement results. Its performance has been confirmed through several experimental setups.
Keywords
approximation theory; computerised instrumentation; software packages; spectral analysis; Bayesian signal analysis; associated uncertainty; commercial laboratory software package; instrumentation control; metrology; posterior mode; reporting measurement control; signal parameter estimation; spectrum analysis; trigonometric equation; waveform metrology; Algorithm design and analysis; Bayesian methods; Harmonic analysis; Modulation; Noise; Uncertainty; Voltage measurement; Bayesian inference; calibration; flicker; harmonics; sampling methods; signal analysis;
fLanguage
English
Journal_Title
Instrumentation and Measurement, IEEE Transactions on
Publisher
ieee
ISSN
0018-9456
Type
jour
DOI
10.1109/TIM.2011.2113810
Filename
5730493
Link To Document