• 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