TY - GEN
T1 - Spectral entropy in a fractional order model of anomalous diffusion
AU - Magin, Richard L.
AU - Ingo, Carson
PY - 2012
Y1 - 2012
N2 - 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.
AB - 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.
KW - anomalous diffusion
KW - complex systems
KW - entropy
KW - fractional derivative
KW - information theory
UR - http://www.scopus.com/inward/record.url?scp=84864211112&partnerID=8YFLogxK
UR - http://www.scopus.com/inward/citedby.url?scp=84864211112&partnerID=8YFLogxK
U2 - 10.1109/CarpathianCC.2012.6228687
DO - 10.1109/CarpathianCC.2012.6228687
M3 - Conference contribution
AN - SCOPUS:84864211112
SN - 9781457718687
T3 - Proceedings of the 2012 13th International Carpathian Control Conference, ICCC 2012
SP - 458
EP - 463
BT - Proceedings of the 2012 13th International Carpathian Control Conference, ICCC 2012
T2 - 2012 13th International Carpathian Control Conference, ICCC 2012
Y2 - 28 May 2012 through 31 May 2012
ER -