• DocumentCode
    3568542
  • Title

    Evaluation of sensor signal health using model with uniform noise

  • Author

    Pavelkova, Lenka ; Jirsa, Ladislav

  • Author_Institution
    Department of Adaptive Systems, Institute of Information Theory and Automation, Czech Academy of Sciences, Pod Vodárenskou věží 4, Prague, Czech Republic
  • Volume
    1
  • fYear
    2014
  • Firstpage
    671
  • Lastpage
    677
  • Abstract
    The paper proposes a method for evaluating a condition of a noisy sensor signal. The presented algorithm provides a binomial opinion on the sensor signal health including uncertainty by considering (i) user given bounds and (ii) measurement uncertainty. The obtained results can be utilised directly for a single sensor or in a hierarchical structure describing an industrial system of interest where sensors comprise one of the basic building block. There, each block provides a binomial opinion about its health including uncertainty. These opinions are combined using the rules of probabilistic logic so that a single opinion on the health of the whole monitored system is obtained.
  • Keywords
    Monitoring; Noise; Noise measurement; Observers; Parameter estimation; Probabilistic logic; Uncertainty; Bayesian Estimation; Binomial Opinion; Industrial System Health; Probabilistic Logic; Sensor Signal Condition; Uniform Noise;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Informatics in Control, Automation and Robotics (ICINCO), 2014 11th International Conference on
  • Type

    conf

  • Filename
    7049839