Numerical algorithm for the time dependent strongly-out-of-equilibrium Boltzmann equation: high dimensional Gauss integration

This thesis focuses on substituting the current Monte Carlo method with Gauss integration, which adapts to the geometry of the problem, to solve the collision term of Boltzmann equation. The scattering integral is first derived from the time dependent Boltzmann equation for the study of electroni...

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Main Author: Chua, Jia Yi
Other Authors: Marco Battiato
Format: Final Year Project
Language:English
Published: Nanyang Technological University 2022
Subjects:
Online Access:https://hdl.handle.net/10356/157010
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Institution: Nanyang Technological University
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spelling sg-ntu-dr.10356-1570102023-02-28T23:15:15Z Numerical algorithm for the time dependent strongly-out-of-equilibrium Boltzmann equation: high dimensional Gauss integration Chua, Jia Yi Marco Battiato School of Physical and Mathematical Sciences marco.battiato@ntu.edu.sg Science::Physics This thesis focuses on substituting the current Monte Carlo method with Gauss integration, which adapts to the geometry of the problem, to solve the collision term of Boltzmann equation. The scattering integral is first derived from the time dependent Boltzmann equation for the study of electronic population in stronglyout- of-equilibrium solids. Next, Gauss points of the Cartesian product of simplexes are constructed using C++ to solve the scattering integral with Gauss integration. Comparing the new Gauss integration with the Monte Carlo method, it was found that Gauss integration can produce an accurate result in a shorter period of time, which is sufficient to replace the Monte Carlo method in solving the problem. Lastly, this new method was used in application to graphene to compute the thermalisation of electrons in scattering. Bachelor of Science in Applied Physics 2022-05-06T05:58:28Z 2022-05-06T05:58:28Z 2022 Final Year Project (FYP) Chua, J. Y. (2022). Numerical algorithm for the time dependent strongly-out-of-equilibrium Boltzmann equation: high dimensional Gauss integration. Final Year Project (FYP), Nanyang Technological University, Singapore. https://hdl.handle.net/10356/157010 https://hdl.handle.net/10356/157010 en application/pdf Nanyang Technological University
institution Nanyang Technological University
building NTU Library
continent Asia
country Singapore
Singapore
content_provider NTU Library
collection DR-NTU
language English
topic Science::Physics
spellingShingle Science::Physics
Chua, Jia Yi
Numerical algorithm for the time dependent strongly-out-of-equilibrium Boltzmann equation: high dimensional Gauss integration
description This thesis focuses on substituting the current Monte Carlo method with Gauss integration, which adapts to the geometry of the problem, to solve the collision term of Boltzmann equation. The scattering integral is first derived from the time dependent Boltzmann equation for the study of electronic population in stronglyout- of-equilibrium solids. Next, Gauss points of the Cartesian product of simplexes are constructed using C++ to solve the scattering integral with Gauss integration. Comparing the new Gauss integration with the Monte Carlo method, it was found that Gauss integration can produce an accurate result in a shorter period of time, which is sufficient to replace the Monte Carlo method in solving the problem. Lastly, this new method was used in application to graphene to compute the thermalisation of electrons in scattering.
author2 Marco Battiato
author_facet Marco Battiato
Chua, Jia Yi
format Final Year Project
author Chua, Jia Yi
author_sort Chua, Jia Yi
title Numerical algorithm for the time dependent strongly-out-of-equilibrium Boltzmann equation: high dimensional Gauss integration
title_short Numerical algorithm for the time dependent strongly-out-of-equilibrium Boltzmann equation: high dimensional Gauss integration
title_full Numerical algorithm for the time dependent strongly-out-of-equilibrium Boltzmann equation: high dimensional Gauss integration
title_fullStr Numerical algorithm for the time dependent strongly-out-of-equilibrium Boltzmann equation: high dimensional Gauss integration
title_full_unstemmed Numerical algorithm for the time dependent strongly-out-of-equilibrium Boltzmann equation: high dimensional Gauss integration
title_sort numerical algorithm for the time dependent strongly-out-of-equilibrium boltzmann equation: high dimensional gauss integration
publisher Nanyang Technological University
publishDate 2022
url https://hdl.handle.net/10356/157010
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