Calculation of interface tension and stiffness in a two dimensional Ising Model by Monte Carlo simulation
Thesis (S.M.)--Massachusetts Institute of Technology, Dept. of Physics, 1998.
Main Author: | |
---|---|
Other Authors: | |
Format: | Thesis |
Language: | eng |
Published: |
Massachusetts Institute of Technology
2009
|
Subjects: | |
Online Access: | http://hdl.handle.net/1721.1/49672 |
_version_ | 1826208274112839680 |
---|---|
author | Chappell, Isaac Samuel, 1972- |
author2 | Uwe-Jens Wiese. |
author_facet | Uwe-Jens Wiese. Chappell, Isaac Samuel, 1972- |
author_sort | Chappell, Isaac Samuel, 1972- |
collection | MIT |
description | Thesis (S.M.)--Massachusetts Institute of Technology, Dept. of Physics, 1998. |
first_indexed | 2024-09-23T14:03:15Z |
format | Thesis |
id | mit-1721.1/49672 |
institution | Massachusetts Institute of Technology |
language | eng |
last_indexed | 2024-09-23T14:03:15Z |
publishDate | 2009 |
publisher | Massachusetts Institute of Technology |
record_format | dspace |
spelling | mit-1721.1/496722020-07-14T17:37:03Z Calculation of interface tension and stiffness in a two dimensional Ising Model by Monte Carlo simulation Chappell, Isaac Samuel, 1972- Uwe-Jens Wiese. Massachusetts Institute of Technology. Department of Physics Physics Thesis (S.M.)--Massachusetts Institute of Technology, Dept. of Physics, 1998. Includes bibliographical references (p. 55). The two dimensional Ising Model is important because it describes various condensed matter systems. At low temperatures, spontaneous symmetry breaking occurs such that two coexisting phases are separated by interfaces. These interfaces can be described as vibrating strings and are characterized by their tension and stiffness. Then the partition function can be calculated as a function of the magnetization with the interface tension and stiffness as parameters. Simulating the two dimensional Ising Model on square lattices of various sizes, the partition function is determined in order to extract the interface tension. The configurations being studied have low probability of actual occurrence and would require a large number of Monte Carlo steps before obtaining a good sampling. By using improved estimators and a trial distribution, fewer steps are needed. Improved estimators decrease the number of steps to achieve a certain level of accuracy. The trial distribution allows increased statistics once the general shape of the probability distribution is calculated from a Monte Carlo simulation. For small lattice sizes, it is easy to run Monte Carlo simulations to generate the trial distribution. At larger lattice sizes, it is necessary to build the trial distribution from a combination of a Monte Carlo simulation and an Ansatz from theory due to lower statistics. The extracted values of the interface tension agree with the analytical solution by Onsager. by Isaac Samuel Chappell, II. S.M. 2009-11-06T16:17:39Z 2009-11-06T16:17:39Z 1998 1998 Thesis http://hdl.handle.net/1721.1/49672 42304180 eng M.I.T. theses are protected by copyright. They may be viewed from this source for any purpose, but reproduction or distribution in any format is prohibited without written permission. See provided URL for inquiries about permission. http://dspace.mit.edu/handle/1721.1/7582 55 p. application/pdf Massachusetts Institute of Technology |
spellingShingle | Physics Chappell, Isaac Samuel, 1972- Calculation of interface tension and stiffness in a two dimensional Ising Model by Monte Carlo simulation |
title | Calculation of interface tension and stiffness in a two dimensional Ising Model by Monte Carlo simulation |
title_full | Calculation of interface tension and stiffness in a two dimensional Ising Model by Monte Carlo simulation |
title_fullStr | Calculation of interface tension and stiffness in a two dimensional Ising Model by Monte Carlo simulation |
title_full_unstemmed | Calculation of interface tension and stiffness in a two dimensional Ising Model by Monte Carlo simulation |
title_short | Calculation of interface tension and stiffness in a two dimensional Ising Model by Monte Carlo simulation |
title_sort | calculation of interface tension and stiffness in a two dimensional ising model by monte carlo simulation |
topic | Physics |
url | http://hdl.handle.net/1721.1/49672 |
work_keys_str_mv | AT chappellisaacsamuel1972 calculationofinterfacetensionandstiffnessinatwodimensionalisingmodelbymontecarlosimulation |