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University of South Carolina

Fast Solution Methods For Fractional Diffusion Equations and Their Applications

Abstract

dc:description.abstract

<p>Fractional diffusion equations model phenomena exhibiting anomalous diffusion that can not be modeled accurately by the second order diffusion equations. Because of the non-local property of fractional differential operators, the numerical methods have full coefficient matrices which require storage of O(N^2) and computational cost of O(N^3), where N is the number of grid points. </p> <p> Together we develop a fast finite difference method for the one-dimensional space fractional diffusion equation, which only requires storage of O(N) and computational cost of O(N log^2N), while retaining the same accuracy and approximation property as the regular finite difference method. Numerical experiments are presented to show the utility of the method.</p> <p>For example, with 1024 computational nodes, the new scheme developed for the one-dimensional problem has about 40 times of CPU reduction than the standard scheme.</p> <p> For the two-dimensional space fractional diffusion equation we devise a fast iterative scheme, which only requires storage of O(N) and computational cost of O(N log N) while retaining the same order accuracy as the regular finite difference method.</p> <p>Our preliminary numerical example runs for two-dimensional model problem of intermediate size seem to indicate the observations: to achieve the same accuracy, the new method uses less than one thousandth of CPU time and one thousandth memory than the standard method does. This demonstrates the utility of the method.</p>

Degree

thesis:*
Name thesis:degree_name
Ph.D.
Level thesis:degree_level
Campus Access Dissertation
Discipline thesis:degree_discipline
Mathematics
Year
2012

Author and committee

dc:creator, dc:contributor.*
Author dc:creator
  • Basu, Treena
Contributors dc:contributor
  • Hong Wang

Subjects

dc:subject × 3

Rights

dc:rights
Statement dc:rights
  • © 2012, Treena Basu

Identifiers

dc:identifier.*
Repository record dc:identifier
https://scholarcommons.sc.edu/etd/1585
OAI identifier oai:identifier
oai:scholarcommons.sc.edu:etd-2586

Chain of custody

source
Harvested from
University of South Carolina
Base URL
scholarcommons.sc.edu/do/oai/
Last updated
2026-07-24
Source record
OAI-PMH GetRecord
citation

Basu, Treena. Fast Solution Methods For Fractional Diffusion Equations and Their Applications. Campus Access Dissertation thesis, 2012. https://scholarcommons.sc.edu/etd/1585