Numerical solution of fractional evolution equations of Caputo type
In this project, we investigate Caputo-type fractional derivatives, time-fractional evolution equations similar to the heat equation, and their numerical solutions using a Feynman-Kac type representation. We discuss several applications of PDEs involving the Caputo derivative. We review results b...
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2024
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sg-ntu-dr.10356-1756512024-05-06T15:37:34Z Numerical solution of fractional evolution equations of Caputo type Khor, Sze Chong Dusit Niyato Nicolas Privault School of Physical and Mathematical Sciences NPRIVAULT@ntu.edu.sg, DNIYATO@ntu.edu.sg Mathematical Sciences Partial differential equations Monte Carlo simulation Fractional calculus In this project, we investigate Caputo-type fractional derivatives, time-fractional evolution equations similar to the heat equation, and their numerical solutions using a Feynman-Kac type representation. We discuss several applications of PDEs involving the Caputo derivative. We review results by Meerschaert et al. and Bonaccorsi et al., and implement them in R to attain Monte Carlo estimates to solutions of the PDEs involving the Caputo derivative. We compare the results of our simulation to those by Meerschaert, and apply the Monte Carlo method on a point initial distribution and uniform initial distribution. We perform some analysis on the errors and runtime of the Monte Carlo scheme. Finally, we discuss future work that can be done in the same spirit of this project, performing some simple exploratory work on a simple variation of the heat-like equation. Bachelor's degree 2024-05-02T05:56:41Z 2024-05-02T05:56:41Z 2024 Final Year Project (FYP) Khor, S. C. (2024). Numerical solution of fractional evolution equations of Caputo type. Final Year Project (FYP), Nanyang Technological University, Singapore. https://hdl.handle.net/10356/175651 https://hdl.handle.net/10356/175651 en application/pdf Nanyang Technological University |
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Mathematical Sciences Partial differential equations Monte Carlo simulation Fractional calculus Khor, Sze Chong Numerical solution of fractional evolution equations of Caputo type |
description |
In this project, we investigate Caputo-type fractional derivatives, time-fractional evolution equations
similar to the heat equation, and their numerical solutions using a Feynman-Kac type representation.
We discuss several applications of PDEs involving the Caputo derivative. We review
results by Meerschaert et al. and Bonaccorsi et al., and implement them in R to attain Monte
Carlo estimates to solutions of the PDEs involving the Caputo derivative. We compare the results
of our simulation to those by Meerschaert, and apply the Monte Carlo method on a point initial
distribution and uniform initial distribution. We perform some analysis on the errors and runtime
of the Monte Carlo scheme. Finally, we discuss future work that can be done in the same spirit
of this project, performing some simple exploratory work on a simple variation of the heat-like
equation. |
author2 |
Dusit Niyato |
author_facet |
Dusit Niyato Khor, Sze Chong |
format |
Final Year Project |
author |
Khor, Sze Chong |
author_sort |
Khor, Sze Chong |
title |
Numerical solution of fractional evolution equations of Caputo type |
title_short |
Numerical solution of fractional evolution equations of Caputo type |
title_full |
Numerical solution of fractional evolution equations of Caputo type |
title_fullStr |
Numerical solution of fractional evolution equations of Caputo type |
title_full_unstemmed |
Numerical solution of fractional evolution equations of Caputo type |
title_sort |
numerical solution of fractional evolution equations of caputo type |
publisher |
Nanyang Technological University |
publishDate |
2024 |
url |
https://hdl.handle.net/10356/175651 |
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1814047366530990080 |