Title :
Fractional order measures of anomalous diffusion in healthy aging of neural tissue
Author :
Ingo, Carson ; Magin, Richard L. ; Colon-Perez, Luis ; Mareci, Thomas H.
Author_Institution :
Dept. of Radiol., Leiden Univ. Med. Center, Leiden, Netherlands
Abstract :
In this paper we use fractional calculus to characterize diffusion in brain tissue by generalizing Fick´s 2nd Law. This approach, rooted in the physics of the Continuous Time Random Walk (CTRW) Theory expresses separate measures of tissue complexity through the fractional order of the time derivative, α, and the space derivative, ß. We also calculate the entropy of the characteristic function of the probability distribution function (pdf) as a measure of the heterogeneity of the tissue. We applied this theory to the analysis of high-field (17.6 Tesla) diffusion-weighted MRI data to characterize the structural complexity of neural tissue. When interpreted in the context of anomalous diffusion, healthy aging in the normal rat brain is observed in both white matter (WM) and gray matter (GM).
Keywords :
biodiffusion; biological tissues; biomedical MRI; brain; entropy; probability; random processes; CTRW theory; Fick 2nd law; anomalous diffusion; brain tissue; continuous time random walk theory; entropy; fractional order measurement; gray matter; healthy aging; high-field diffusion-weighted MRI data; neural tissue; normal rat brain; probability distribution function; space derivative; structural complexity; tissue complexity; tissue heterogeneity; white matter; Biological system modeling; Biological tissues; Complexity theory; Data models; Entropy; Magnetic resonance imaging; Mathematical model;
Conference_Titel :
Fractional Differentiation and Its Applications (ICFDA), 2014 International Conference on
Conference_Location :
Catania
DOI :
10.1109/ICFDA.2014.6967418