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
Link To Document :
بازگشت