• DocumentCode
    3059658
  • Title

    Fractional Brownian models for vector field data

  • Author

    Tafti, Pouya Dehghani ; Unser, Michael

  • Author_Institution
    Lab. d´´imagerie Biomed., Ecole Polytech. Fed. de Lausanne (EPFL), Lausanne, Switzerland
  • fYear
    2010
  • fDate
    13-18 June 2010
  • Firstpage
    1738
  • Lastpage
    1742
  • Abstract
    In this note we introduce a vector generalization of fractional Brownian motion. Our definition takes into account directional properties of vector fields-such as divergence, rotational behaviour, and interactions with coordinate transformations-that have no counterpart in the scalar setting. Apart from the Hurst exponent which dictates the scale-dependent structure of the field, additional parameters of the new model control the balance between solenoidal and irrotational behaviour. This level of versatility makes these random fields potentially interesting candidates for the stochastic modelling of physical phenomena in various fields of application such as fluid dynamics, field theory, and medical image processing.
  • Keywords
    Brownian motion; Hurst exponent; fractional Brownian model; fractional Brownian motion; irrotational behaviour; random field; scalar setting; scale-dependent structure; solenoidal behaviour; stochastic modelling; vector field data; vector generalization; Biomedical image processing; Brownian motion; Fluid dynamics; Gaussian noise; Mathematical model; Random processes; Stochastic processes; Stochastic systems; Telecommunication traffic; White noise; Fractional Brownian motion; characteristic functional; fractional Brownian vector fields; generalized random processes; invariance; stochastic modelling; vector fields;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Information Theory Proceedings (ISIT), 2010 IEEE International Symposium on
  • Conference_Location
    Austin, TX
  • Print_ISBN
    978-1-4244-7890-3
  • Electronic_ISBN
    978-1-4244-7891-0
  • Type

    conf

  • DOI
    10.1109/ISIT.2010.5513260
  • Filename
    5513260