• DocumentCode
    2466261
  • Title

    Spectral entropy in a fractional order model of anomalous diffusion

  • Author

    Magin, Richard L. ; Ingo, Carson

  • Author_Institution
    Dept. of Bioeng., Univ. of Illinois at Chicago, Chicago, IL, USA
  • fYear
    2012
  • fDate
    28-31 May 2012
  • Firstpage
    458
  • Lastpage
    463
  • Abstract
    Fractional order dynamic models of complex systems provide improved fits to experimental data with a reduced mean-squared error. The success of this approach, however, is dependent on the order of the derivatives included in the model. Fractional order models, for example, work better in describing the electrical and mechanical properties of multi-scale, heterogeneous materials than do integer order models. In order to estimate a measure of the expected improvement provided by fractional order models, we calculate the spectral entropy for anomalous diffusion as governed by the generalized diffusion equation in space and time. This fractional order representation of diffusion gives a minimum spectral entropy for Gaussian diffusion and predicts an increasing spectral entropy for non-Gaussian, or fractional, diffusion.
  • Keywords
    diffusion; entropy; partial differential equations; Gaussian diffusion; anomalous diffusion; complex systems; electrical properties; fractional order dynamic models; fractional order representation; generalized diffusion equation; mechanical properties; minimum spectral entropy; multiscale heterogeneous materials; nonGaussian diffusion; ordinary differential equations; partial differential equations; reduced mean-squared error; Biological system modeling; Entropy; Gaussian distribution; Mathematical model; Probability density function; Probability distribution; Time frequency analysis; anomalous diffusion; complex systems; entropy; fractional derivative; information theory;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Carpathian Control Conference (ICCC), 2012 13th International
  • Conference_Location
    High Tatras
  • Print_ISBN
    978-1-4577-1867-0
  • Type

    conf

  • DOI
    10.1109/CarpathianCC.2012.6228687
  • Filename
    6228687